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⚙️ Apple finds a new way to spot AI hallucinations
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From: "The Deep View" <newsletter@...
To: [email protected]
Date: Thu, 05 Mar 2026 12:33:53 GMT
Subject: ⚙️ Apple finds a new way to spot AI hallucinations
To: [email protected]
Date: Thu, 05 Mar 2026 12:33:53 GMT
Subject: ⚙️ Apple finds a new way to spot AI hallucinations
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</style></head><body class="a" style="margin:0px auto;padding:0px;word-wrap:normal;word-spacing:normal;background-color:#FFFFFF;"><div role="article" aria-roledescription="email" aria-label="email_name" lang="en" style="font-size:1rem"><table role="none" width="100%" border="0" cellspacing="0" align="center" cellpadding="0" class="gg"><tr><td align="center" valign="top"><table role="none" width="670" border="0" cellspacing="0" cellpadding="0" class="aa" style="width:670px;table-layout:fixed;"><tr><td class="bodyWrapper" align="center" valign="top" style="padding:10px 10px 10px 10px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" align="center"><tr><td align="center" valign="top" style="border-width:1px 1px 0px 1px;border-style: solid; border-color: #FFFFFF;border-radius:10px 10px 0px 0px;background-color:#FFFFFF;" class="c"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" align="center"><tr id="header"><td style="padding:15px 15px 0px 15px;"><div style="padding-top:0px;padding-right:0px;padding-bottom:20px;padding-left:0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" align="center"><tr><td class="f" align="right" valign="top"><p> March 05, 2026 | <a href="https://elink983.thedeepview.co/ss/c/u001.gKxW2KpP8aPe_QMyOQduokBEDIe6892b9r6MySOyoYVTX25h4ftL-A0kit5LYR_zSwCGNrQw6ZrcI5lyEH2kthi_5Oh3PdNQphrdhAfRmZuAwJOnQGk3u81SCucbMXEDnBj-qsvNFOh21_RT6p5WgEwSXGe1sAwrOQOe6MMC31uf9beoK1R_BWSeoiq5Fq4CAnhKPi3rXLV8kLV8uQs9k_6lNR70s1-l92wsMpcBYFaXE2qtuKbRqT3IG4bAp2s412UOEMK9M7dcnxk9_Q9w7PJC_5l7Qocw497N8w-NGrGCB8VF0JLpodeH7e1akzBqueWoJ9AB-PYH1oCodSICxxNh64dgKFUIc-K2MBIUrkT4PzViLwaA3d-DTDtIcEZNEPeQ8WNYC055_TgWZa9zsU48VmtlBCEAinBL30z5db6BW9M_Jk92jGkDRgu3AXvgFjcY9-syCJ-k_3E5DF0eIdJh__yhArR2SB9ILzleT1Spm-vlcMs5w1GOMV3mm01l_3eW2YQrO9AWapdDr9jLBbTlMFK-2k4OURLASj5QPrHpctTrvVeJdBh9IQcMhTBZDhkSWAEyQcoSe3lT_ktJsDKJ9DTEvz8ql817fWcbQjGzmNVmyfUtY4WwypolAHRqPlAHbgQ4Y7aaqTSaGvWJDvwekATAAqFFe94Wmp_uUXhG32TW7z_EbwfPE9bMG_ikU3gekTD_wBrLzhpRz9BZyU4rGmmXLG8fENCvkLwceoZg1L6v7EC9lm1eiZxHHYWoMI6KIA4KlDHVg7PxUH1VejuigDL9kvK7xBmUGAmYH1KP1Dc2fpnD2RyprgtKSEUhtZxK4U3nEjnRCx3gFYMLnCaRNEpZHTP_cTz5n-kbKEU/4oo/xBF3A2YWRti9AosHDsOWLA/h0/h001.h-bU66ri0uePgWsZ8VLA9n61U1K4dPKr87uoMsPWVH4"><span class="translation_missing" title="translation missing: en.templates.posts.email.header.read_online">Read Online</span></a></p></td></tr><tr><td style="line-height:0;"><div data-open-tracking="true"> <img src="https://elink983.thedeepview.co/ss/o/u001.8UYYf-fpC5t510J3InhYHg/4oo/xBF3A2YWRti9AosHDsOWLA/ho.gif" alt="" width="1" height="1" border="0" style="height:1px !important;width:1px !important;border-width:0 !important;margin-top:0 !important;margin-bottom:0 !important;margin-right:0 !important;margin-left:0 !important;padding-top:0 !important;padding-bottom:0 !important;padding-right:0 !important;padding-left:0 !important;"/> </div></td></tr></table></div></td></tr><tr id="content-blocks"><td class="email-card-body" align="center" valign="top" style="padding-bottom:15px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" align="center"><tr><td align="center" valign="top" style="padding-bottom:8px;padding-left:15px;padding-right:15px;padding-top:8px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:604px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/7d281c91-64c2-4adc-82c3-cc76e41b81d1/BANNER__59_.jpg?t=1772706393" alt="" height="auto" width="604" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td align="center" valign="top" style="padding-bottom:8px;padding-left:15px;padding-right:15px;padding-top:8px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:325px;"><a href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeDHj_3lFvhYHAVLfDQV-MgQCngZWKZytWpHL6WKGpw63umG6b2lYdN7BV-bbvHH7x81cUYDn-7wrKmq4Z0OFfeyeXSJkCiMRBTl4HsaHP6_BOxElLsw1kIJMdhCUAj5PIJbAtELgwP-AcZRAZaPBqz8VpYKmPa1PL4LMjsS1xgODfWiHQc52BRhSo2e_RP8qNLR7xL6os9258FyUAmfElYxbtk-MON7TorMYOavZE0-1vz8qqwjQpVpIaw6-8jDfIOFvCKXpauIaWWwAdQ9eCnI/4oo/xBF3A2YWRti9AosHDsOWLA/h1/h001.17emQ1od2jqd7XLGmRfu8E1L7nvY0ri0MveofV4Qbck" rel="noopener noreferrer nofollow" style="text-decoration:none;" target="_blank"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/0922c15c-945d-4971-a3d6-6672cda094aa/Together_W_Crusoe.png?t=1772651413" alt="" height="auto" width="325" style="display:block;width:100%;" border="0"/></a></td></tr></table></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><span style="font-weight:700;"><b>Welcome back.</b></span> Apple may still look like it’s trailing in the AI race, but its latest research shows it’s quietly working on a critical problem: hallucinations. We break down Apple’s new method for pinpointing exactly where AI goes wrong. At MWC, Honor unveiled a playful “robot phone” with a tiny gimbal arm that hints at how strange AI hardware could soon get. And a new “Pro-Human AI Declaration,” backed by voices from across tech and politics, warns that the race to replace human labor with AI carries momentous societal risks. The pact demands that human thriving gets centered in the process. <i>—</i><a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeFCsxgaiiSFhhEZXgbyLVQFhr1A_BEAEp8cdvWudcCyss9zA-ck9db_DlffwGgC6GkvgY4ddaq81wTLdw5-Rvc-LKogiay9cxE_pXnVW6unCRFHIoAQXJl7SUNdLQ3r6TocxwZ8jJu5Gdr_vtoyyMgaDHS2FIac7gO-8L0xmdygrc4LURZjz5kvgW1Os5mVLT8iVG1jr9o9UEsDJCs5-QXJa9nDGXq-XHf1_2LE99C6tFoDBB7KqFMHd_OjPqE2Peg/4oo/xBF3A2YWRti9AosHDsOWLA/h2/h001.kKWOzpltdKhbJI233maXR4a70HdlCM4ArJCU6qc8AD8" target="_blank" rel="noopener noreferrer nofollow"><span><i>Jason Hiner</i></span></a></p></td></tr><tr><td id="in-todays-newsletter" class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><b>IN TODAY’S NEWSLETTER</b></p></td></tr><tr><td id="1-new-pact-pushes-back-on-ai-replac" class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 15px;text-align:left;"><h2 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:125.0%;"><span style="color:#376DFC;">1.</span> New pact pushes back on AI replacement race</h2></td></tr><tr><td id="2-robot-phone-hints-at-stranger-ai-" class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 15px;text-align:left;"><h2 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:125.0%;"><span style="color:#376DFC;">2.</span> Robot phone hints at stranger AI devices ahead</h2></td></tr><tr><td id="3-apple-finds-a-new-way-to-spot-ai-" class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 15px;text-align:left;"><h2 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:125.0%;"><span style="color:#376DFC;">3.</span> <span style="color:rgb(17, 24, 39);">Apple finds a new way to spot AI hallucinations</span></h2></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td height="10.0px" style="line-height:1px;font-size:1px;height:10.0px;"> </td></tr><tr><td bgcolor="transparent" style="background-color:transparent;border-color:#CDCDCD;border-radius:10px;border-style:solid;border-width:1px;padding:0.0px 0.0px 0.0px 0.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><span style="color:#376DFC;">GOVERNANCE</span></p></td></tr><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 15px;text-align:left;"><h1 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:125.0%;">New pact pushes back on AI replacement race</h1></td></tr><tr><td align="center" valign="top" style="padding-bottom:8px;padding-left:15px;padding-right:15px;padding-top:8px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:604px;"><a href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeFCsxgaiiSFhhEZXgbyLVQHI-WPN5SixfbWaaLwQ4pDESlqkrSZMJ8MxoUSFXe942qFrQNdccUvvFG6pVDnefFxRWDOa3IzANN8u8gMq0LLqPJy4tg7DCghN57KmgQSQ_qQXkyA8J4rq3F_4AJvgS5IaQXcJT4W1q0j92vwC_8NcUhLurJyIwKrfRjgR2uNqvbdYQ89ttqOEnbm7dTzGaXGtYfhQlxry_exBsg7Utk1caPlwk_m_BYn51XDmxvDlAcZgQYVzosfQDNafnZeZHomeZtQjBsHAWXfscU7d7xQ8/4oo/xBF3A2YWRti9AosHDsOWLA/h3/h001.7ww3syFCVe8BQkByxQa2bWzXeDaixMj55CZt-ZMvoG4" rel="noopener noreferrer nofollow" style="text-decoration:none;" target="_blank"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/0a7b04b0-c5b7-4e66-8bdb-92810633d4e2/thedeepview_A_cinematic_high-detail_hero_image_of_a_tense_sta_69bdefbc-4efc-4202-ab63-a467e01efb8d_3.png?t=1772693423" alt="" height="auto" width="604" style="display:block;width:100%;" border="0"/></a></td></tr></table></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> AI ethicists have put out another plea for the world to pay attention to the tech’s risks. </p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> On Wednesday, a coalition of leaders across industries announced the “<a class="link" href="https://elink983.thedeepview.co/ss/c/u001.qNCZjjYQy9oQCZ7BSSPG-HheLwjg0qVh-TQXgdb4-fd0inpGLy5smR-KbwAuUp3PAu-RYTfh7q59ckdE1zw7BzfJhttkOBghJIBOM1WrjDEur-fNl882IV1o7EAbOPwJ-tT10WT2qjgfoawWs_lMxt_NFRWRJ5xRi7k2sytuHZERq8PhSw8l7R0a7UzYgYQAPIodmMFkM58jnTJwmqIAJfx7cLKPNydrdv4It4iyvR2vu3GorNHoCrRMl4X8YIHn/4oo/xBF3A2YWRti9AosHDsOWLA/h4/h001.KpTgDSb3MXcN3oEWdUKuw3XT-M2eFPJBbb4AB4ucNBQ" target="_blank" rel="noopener noreferrer nofollow"><span>Pro-Human AI Declaration,”</span></a> united by a broad, simple proclamation that AI “should serve humanity, not the reverse.” </p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> “This race to replace poses risks to societal stability, national security, economic prosperity, civil liberties, privacy, and democratic governance,” the statement reads. “It also imperils the human experiences of childhood and family, faith, and community.” </p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> The declaration, which counts names like Yoshua Bengio, Steve Bannon, Susan Rice, Sir Richard Branson and Joseph-Gordon Levitt among its endorsers, proposes five central tenets in creating trustworthy and controllable AI: </p></td></tr><tr><td style="padding-bottom:12px;padding-left:37px;padding-right:27px;padding-top:12px;" class="ee"><div style="margin-left:0px;" class="edm_outlooklist"><ul style="font-weight:400;list-style-type:disc;margin-bottom:12px !important;margin-top:12px !important;padding:0px 0px 0px 0px;"><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><span style="font-weight:700;"><b>Keeping humans in charge</b></span>, which suggests meaningful human controls and override capabilities, an AI “off-switch,” independent oversight and an end to the superintelligence race </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><span style="font-weight:700;"><b>Avoiding power concentration, </b></span>such as preventing AI monopolies, having democratic authority over major work, society, and civic life impacts, and shared prosperity of AI’s benefits </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><span style="font-weight:700;"><b>Protecting the human experience</b></span>, which proposes that AI should not be allowed to exploit or stunt children's growth, should not be addictive and should not “supplant” foundational relationships </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><span style="font-weight:700;"><b>Human agency and liberty, </b></span>suggesting that AI should not be allowed to have personhood, that humans should also retain rights to their data and privacy, and that AI should not “enfeeble” users. </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><span style="font-weight:700;"><b>Responsibility and accountability for AI companies, </b></span>advising that AI should not create a "liability shield” for companies, developers or users, and that all failures by models should be made transparent.<b> </b></p></li></ul></div></td></tr><tr><td align="center" valign="top" style="padding-bottom:8px;padding-left:15px;padding-right:15px;padding-top:8px;" class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:100%;"><a href="https://elink983.thedeepview.co/ss/c/u001.5sXVVvymMF6ZsL5-zBaSfIBgzuV3wjmXa9Ay-tjQqoBPnv_1YEOm8G0AqjCT1vtQDzJtRmzBpT4poSYhJsce3FTKiUyxVWh1PJ3AMBmqGN5pgt2b71BJCVV1EULkTWiDn2ngswixSC5KXrWZ8UX9dBLttokPuK-UsU_TbPr2JN8V6JZDJBhoF0B4zY2hRXZNEwNPmC-HnpAKFuzlQarUh7bxX9_Uj63f1nwgmJ_ipPh-OBB37X-lvgF6z5YCHBXffJscNOvkkdfRFii3QQSn5VmqqGOUKuzJnZsHfqqSbuE/4oo/xBF3A2YWRti9AosHDsOWLA/h5/h001.uO-w8As7hOq7KCOfybKwmV9AMejr9Gw0UFCtMlhkgXc" style="text-decoration:none !important;"><img src="https://beehiiv-images-production.s3.amazonaws.com/uploads/asset/file/852a0bc5-77c1-490f-b0d0-bc5806d6a41a/twitter_screenshot_2029223480458158590_1772692902_e6c99062.jpeg?t=1772692905" alt="Tweet screenshot" height="auto" width="100%" style="display: block; width: 100%;" border="0"/></a></td></tr></table></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> This is not the first time tech ethicists have implored the industry to pay attention to the dangers that lie ahead in our current AI trajectory. In October, the <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.gKxW2KpP8aPe_QMyOQduokBEDIe6892b9r6MySOyoYWjeM_Kpys_idFUvqw2sgk-k4ekBdFLvy8K6vFqu01favDg8LRouLslIFGtKnxvvB80pMUlaPYq1p0uh_UDZOWMf87Tc69Ius7W4JIgBnPWVfP6OngvYl6cMHI5IZACv397jlxpHMDsf2GxQU0NGa4x4KX9dCsWLIDBpO_nN3hE-CuBUI9QbSIKWU5z8K2WgBv0jkpBaAhsnIbcHig7yIa6xqYHMWQ-BbdYSn3ffyJKM06c7GCy1YKaHvJgYyi1ub2qAls80MelsgpSjgLco-OjhGhhaiMJykTgYgCHDrLYIM3TbkNXDEFSNwMgfK3ygS2MNdfD9cNx-Ao_T0-Ae7QHBXUrQqkDGJhwEb934610IoKoM80Jxc_bnBn5DNU61Vdbv9j7g7o2fizXR_eEUBsyR_ISvMI8Qk6P-mu0AQMb7TWfM16UZYLV_mneKM22r9205LK3u0XT5XJFROIy7GxSgSTpJsYlruRu0T_8p6mZ3TukFFMZ2D55ppnwohWVoPWwnYsDBIyKfUDKYB_Gk873Xx3zOwSaWjK1eRi-JvqGOsvhnfgRxtTbF5As2rAvjXgD6IlhE5WN3QQ613Lwc7C0J4hYVHhf2vy6bYMEBCoZpwlLqNwt4tvi1eqopC3A7Cm7TrQdkyWrHmL6XNX_IhUnzE8nA91xk4sl5NMkyU6DoF9dLLhPVY5idNnSAvRB1CH3xfVKsUkYbFXNWfjZ4yflD6dKeShnD1RiNY3z4x92QR8UAJ4bF-tnrbN167HJm0F1zGmJzNxluKnRM_Ge6RyxO_D-DFXLAYpQvBUG0iBBTMFAT8sqOZ4eE1qNlx3CrvCzyVTKUQPJhYwP9S1Uc-p4/4oo/xBF3A2YWRti9AosHDsOWLA/h6/h001.zPzRp7FCquFe1eFCMYQHeNSu1kBCM8-YWc4b9IWJMCg" target="_blank" rel="noopener noreferrer nofollow"><span>Future of Life Institute</span></a> put out a petition calling for a moratorium on developing superintelligence, claiming that the tech harbors “extreme large-scale risks.” The petition garnered more than 135,000 signatures, many of whom also endorsed this Pro-Human AI Declaration. </p></td></tr><tr><td align="center" valign="top" style="padding-bottom:8px;padding-left:15px;padding-right:15px;padding-top:8px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:604px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/9e7d31c7-673b-475f-9c87-cf6c1be7b363/Frame_1410104594.png?t=1765345175" alt="" height="auto" width="604" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> AI is moving so fast that it often breaks out of restraints quicker than we can make them. Getting people to pay attention to the risks the tech presents is a huge challenge. The fact is that people won’t pay attention to responsible AI until AI actually creates a major crisis. So I ask: What will it take? How many <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.7zYFXt5AA3Px2NyJbPz6hPwYZfbtZIlZoveBcuorPhq5-crlXq3eShOpelwpllWD6hVVYLVkZgl4tQIyCHhz5X-7JfgNNrwJvrfiRFbY4oAIzqc5nHHLAB5oWB3Zti41NrkWqhJURqwNHmCABrRLFNB2iANmHFexISPs0NgbIN2zuqRTiZxcu0_5o-sYBL7UKX-m8G1_IPqdYhycRpZNZp15zHmN14093idNm1ocJb7lVqRosvI-aeMqyNrVXL5tDfzC0vbJnbK_w7pmARy6Jg/4oo/xBF3A2YWRti9AosHDsOWLA/h7/h001.BMjn-8s1R9NOWiaYs_AdwdppAkM4IrRxVkWy3rqWqLM" target="_blank" rel="noopener noreferrer nofollow"><span>wrongful death lawsuits</span></a> against LLM providers are going to have to pile up? How many people <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeI33hX-kHf67zkvRJLMkI81UARJs2k5NxH3oSkYmMroGzi4if9_3C8qBzdc4UIfYRSUkkeHN1Oqlp0Ht0TxIKMem0SBrxq1iPvobyNp6ra2e0_uB25xxbznOoHFHTikWxWXQ0bpSQX7DwyHp_ot3LUqF911EGVHPFipXTub-kd7ETcoxN1-Ihc46PX-jWWYCWmB61xZaJoFkaXc3Jojh10Q9zDYrAZvehxrhvhhBmgtIBC5zCIq2YKK1U9PN3p5_533I5Zd5QBTatnPId9QgEa4vbCrBFWcWXRXQkeiyZsEFZ9-2SvpzikMIMWEhy0fjfocRNO1rLWovk1AbhJgCrgOUPhUgvYWQBxqD11armKQtKboJNP2KKqmcNOO8Bc32vADxjenv6Ss7grZWtRz1nIhZfoRADZb87bAr6_40Zo0Z1gRu1wZaazeVo6wVX4hqJwnGUIrEiS6dhIvzlPbhE7cBqxoirjmWzGPEBae66XUfWVX0qMAGRo_iW42j2nfZhYVXjL9sTscPrHLu8E1GuopLZljoCa5Tnr9HaOXfFz9lL_6i3k50vEgadtFvzJcsfzGMa4JCYqX7z1ULRrk0-5Y/4oo/xBF3A2YWRti9AosHDsOWLA/h8/h001.gsDLiPG_8gqZbFm8A8clpS4cFDKks8ar1nA1areNA9w" target="_blank" rel="noopener noreferrer nofollow"><span>need to lose their jobs</span></a>? How many <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeLJZxZnmr2LyGKHSrQc-oAoDt7uD2-z8cNFdu0_t6yHgao3zpKzigGeF01miGRDZxvMejx-S57VYkSdW9lTaQ_Bw8N6wok-HNywut0utabVcSJg-iNXDXSdxoB2DhjRu_Wmbjb5zNWn4Tc4PlJDQHYesxeg8RrdsB8XvTH_gaWnkJL9g6ubzemc4KEnzF4vta-RLj25EB9-XQeyNQ4qCqUpxJ0lx6WLxT89HNYQdbGyxIVvAVutIilPxn2ueFAyXqA/4oo/xBF3A2YWRti9AosHDsOWLA/h9/h001.YhR5MauMqXxLIL4EFXcYUIJamC04uWrgi3W4bGWwpi4" target="_blank" rel="noopener noreferrer nofollow"><span>self-driving cars</span></a> need to crash? Though the ethos of innovation has long been to move fast and break things, what will it have to break to get people to act? </p></td></tr><tr><td align="center" valign="top" style="padding-bottom:8px;padding-left:15px;padding-right:15px;padding-top:8px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:232px;"><a href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeFCsxgaiiSFhhEZXgbyLVQFKn1NlWIaIrDFbkIp-vDFz9vl2oMteOvCy79ZvCi1mqG4kWD_t-qHhp9szpM0TR44k2gYM-0T9wF68Zf7ApaGHpUclbesMCQWC0V53n9l809X9lNKuVYLDEPgM4LmFg_suf3OxkxNPZhKxhDNX_UItWqtgbSNOYiUCgbxUGWcd_VZm10Y04Awf6qP2VysCDBRuu8DOyNbFbgc7B7JgG-ZCSmgPLqUAF0jyfLNzit3L9A/4oo/xBF3A2YWRti9AosHDsOWLA/h10/h001.kM_FwyfnlGooVudt0E4F8P3YU7Bks2vMP_AWOz4oG2g" rel="noopener noreferrer nofollow" style="text-decoration:none;" target="_blank"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/48fe9d73-e19a-4746-98cc-8d49eb41c139/nat-rubio-licht-byline.png?t=1766448867" alt="Nat Rubio-Licht" height="auto" width="232" style="display:block;width:100%;" border="0"/></a></td></tr></table></td></tr></table></td></tr><tr><td height="5.0px" style="line-height:1px;font-size:1px;height:5.0px;"> </td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td height="5.0px" style="line-height:1px;font-size:1px;height:5.0px;"> </td></tr><tr><td bgcolor="transparent" style="background-color:transparent;border-color:#CDCDCD;border-radius:10px;border-style:solid;border-width:1px;padding:0.0px 0.0px 0.0px 0.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><span style="color:#376DFC;">TOGETHER WITH CRUSOE</span></p></td></tr><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 15px;text-align:left;"><h1 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:125.0%;">Crusoe Managed Inference: Now Available for Custom Models</h1></td></tr><tr><td align="center" valign="top" style="padding-bottom:8px;padding-left:15px;padding-right:15px;padding-top:8px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:604px;"><a href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeDHj_3lFvhYHAVLfDQV-MgQCngZWKZytWpHL6WKGpw63umG6b2lYdN7BV-bbvHH7x81cUYDn-7wrKmq4Z0OFfeyeXSJkCiMRBTl4HsaHP6_BOxElLsw1kIJMdhCUAj5PIJbAtELgwP-AcZRAZaPBqz8VpYKmPa1PL4LMjsS1xgODfWiHQc52BRhSo2e_RP8qNMx2G0-UwUgHAP5-csvR20DCfMxdoqYv6om5VG153iWvxkoKQBGZMIUP3IGcyp9opUhpNAMRfetHDR_NkCQ54Nk/4oo/xBF3A2YWRti9AosHDsOWLA/h11/h001.RZQPoSYBgjU9j6kDoaX7oXMpy_T1RrYx7HfNDko_9o8" rel="noopener noreferrer nofollow" style="text-decoration:none;" target="_blank"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/3a0e8dd6-786a-42fb-bd17-b188f5061338/J482BYOMBannerAd011200x628CTA1__3_.png?t=1772653248" alt="" height="auto" width="604" style="display:block;width:100%;" border="0"/></a></td></tr></table></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> Generic cloud infrastructure wasn't designed for proprietary architectures and trillion parameter models. Move past the prototype phase with confidence that long prompts won't slow you down. <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeDHj_3lFvhYHAVLfDQV-MgQCngZWKZytWpHL6WKGpw63umG6b2lYdN7BV-bbvHH7x81cUYDn-7wrKmq4Z0OFfeyeXSJkCiMRBTl4HsaHP6_BOxElLsw1kIJMdhCUAj5PIJbAtELgwP-AcZRAZaPBqz8VpYKmPa1PL4LMjsS1xgODfWiHQc52BRhSo2e_RP8qNMKkhp_1rvMfiOEWXde0VVs2zox8dGaf2x83nT-Y8C4gRGZcxrark7FdyqOkeuwtKy5ouNYv8ULo6f65fOQ7eXA/4oo/xBF3A2YWRti9AosHDsOWLA/h12/h001.kVejbXpROZ9-kH_7dud5blbDXDN_T-F7pX-4swx8vSM" target="_blank" rel="noopener noreferrer nofollow"><span>Crusoe's inference engine</span></a> is powered by MemoryAlloy™ technology to maintain ultra-low latency and superior throughput, even as your context grows. </p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> Infrastructure management won't slow you down either. Now you can deploy your fine-tuned models<b> </b>with best-in-class speed and reliability using <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeDHj_3lFvhYHAVLfDQV-MgQCngZWKZytWpHL6WKGpw63umG6b2lYdN7BV-bbvHH7x81cUYDn-7wrKmq4Z0OFfeyeXSJkCiMRBTl4HsaHP6_BOxElLsw1kIJMdhCUAj5PIJbAtELgwP-AcZRAZaPBqz8VpYKmPa1PL4LMjsS1xgODfWiHQc52BRhSo2e_RP8qNG7uelwPDarpqelv9QIYgUvgInr853ydGIRyIuw-7RXAMPf1aaWNYnrg7IQIS2FL3cN4UQ5m_L7wvMYeyzxjwtk/4oo/xBF3A2YWRti9AosHDsOWLA/h13/h001.i0K0uPTjxop4gTu9uxUEBrT8dA918HOZom3EgOIZYE0" target="_blank" rel="noopener noreferrer nofollow"><span>Crusoe Managed Inference</span></a>. Work with our experts to optimize Crusoe's inference engine for your unique weights so your team can focus on building instead of wrestling with infrastructure. </p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeDHj_3lFvhYHAVLfDQV-MgQCngZWKZytWpHL6WKGpw63umG6b2lYdN7BV-bbvHH7x81cUYDn-7wrKmq4Z0OFfeyeXSJkCiMRBTl4HsaHP6_BOxElLsw1kIJMdhCUAj5PIJbAtELgwP-AcZRAZaPBqz8VpYKmPa1PL4LMjsS1xgODfWiHQc52BRhSo2e_RP8qNC383alMX2X_DPqkLr4_zjvALERJ_ppLP9kEeSAGZvqBRx6_hP-Q9xPyKpPJc4xFZoEVtKrUv-ZpItYjHmrBYIk/4oo/xBF3A2YWRti9AosHDsOWLA/h14/h001.pllkFR1bty8QMYEHHs94gmGMT7ahuM5imCny_dHqFIg" target="_blank" rel="noopener noreferrer nofollow"><span>Start scaling without compromise today.</span></a></p></td></tr></table></td></tr><tr><td height="5.0px" style="line-height:1px;font-size:1px;height:5.0px;"> </td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td height="5.0px" style="line-height:1px;font-size:1px;height:5.0px;"> </td></tr><tr><td bgcolor="transparent" style="background-color:transparent;border-color:#CDCDCD;border-radius:10px;border-style:solid;border-width:1px;padding:0.0px 0.0px 0.0px 0.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><span style="color:#376DFC;">HARDWARE</span></p></td></tr><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 15px;text-align:left;"><h1 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:125.0%;">Robot phone hints at stranger AI devices ahead</h1></td></tr><tr><td align="center" valign="top" style="padding-bottom:8px;padding-left:15px;padding-right:15px;padding-top:8px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:604px;"><a href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeFCsxgaiiSFhhEZXgbyLVQHyugck0fOdVMG18e-LlM6XZnbuWAr8N4MUZrFCdjnzaNv42_zTVTZ1pydOPfGAvXmlrUMyhuRa8nBnKeskRKyetKKtEzFaVAwSW6bWm7ApIo6zN3wyd-RpYehOH-xHnhOgo9aBToOPtNHzmq4-SF8LDanpTmsaUfj4upvkz9G6V0YaFt9145XO1X_Q5hjWHjxeXH7Bc-bEtNw90adTBoXtojy91dpdT2eKH22FS0u379EFU9uauJHd_msJ-A0_s6YYS6zv2UMuW1tmg8F2mgFU/4oo/xBF3A2YWRti9AosHDsOWLA/h15/h001.E0BV5cCBORq_M7ZAtr1feZerwO97BRVYAiUX2n3EGcg" rel="noopener noreferrer nofollow" style="text-decoration:none;" target="_blank"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/6ab678a4-a2a8-4eae-929c-cae44c503fbc/tdv-robot-phone.png?t=1772694595" alt="" height="auto" width="604" style="display:block;width:100%;" border="0"/></a></td></tr></table></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> At MWC, smartphones <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZePjQUzgRJeipYvn0GkVHpaVPwKDGLR3F1nBS_LZShWyhYAwyw3KcwG1Sp-V4bZzhySwLweulcDviqk95j8FbbCMvUTmN10sb7cwKVhiOMSD4kxUECrDY5-ZzJFNTwdZnRDsbbHb6gupUQ8asF8Fxyi9dw-Da1FfB6ZJzJLABBpyJVqj7vBbMcSbXGNue_GUcIoe5YozOoa5cWRBUZb_E7DhAq-kz1tpYUsPAyK_csVqg00RgMpXH4Ru51vPcfA0Geg/4oo/xBF3A2YWRti9AosHDsOWLA/h16/h001.mmqGEonG8dngRkOCkGZFw6zgx8sjJVgkWOSKswBx-fU" target="_blank" rel="noopener noreferrer nofollow"><span>fold</span></a>, <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZePjQUzgRJeipYvn0GkVHpaUUE1vALQx_d7Q0OVbD5NOEQmL8i1azin3mn0rnhAeOBUqhOveJr1WY3a7i3PKg2isjuDrWubJ7XoqejWf8XPmCKS9JWej4i_Pi4daWO_g_sFhOjAS9A7fI8qZUGXv8dh754MewaNx1MTmxsCmBNWat9-kUlQ5sTuHiHWDT9i3MUw/4oo/xBF3A2YWRti9AosHDsOWLA/h17/h001.T-V4OQFeWTMcGFJPfP7sHRSpRQadWsFAMxw6F4wHZ7o" target="_blank" rel="noopener noreferrer nofollow"><span>change colors</span></a>, and even have robotic arms. </p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> While every manufacturer is touting an AI smartphone, Chinese phone maker Honor is taking things a step further with a camera that physically extends from its Robot Phone via what the company calls the "industry's smallest 4DoF gimbal system." </p></td></tr><tr><td align="center" valign="top" style="padding-bottom:8px;padding-left:15px;padding-right:15px;padding-top:8px;" class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:100%;"><a href="https://elink983.thedeepview.co/ss/c/u001.5sXVVvymMF6ZsL5-zBaSfNljv2igcQAcYwo7DZc_U7iDhDeHFcsTSflIuXhrWBjoQy4U-_ayq5SgPIlV4H5K2MxBSXeTS7S9UJtc4L5vRN4wBriSI7ct0e2Q5bZkvmDeniUJeo4nu7lk99NFdQ0wr7nAZ9PJF8A6DASQzWTpVMYlFjsKrI1mdAynQh6-9dFQPXBdy35obEO1a9xt5fqkFOUgRAdg1OCDLZ5Avs-62S8uyHHGh7JwUCkmIuBXH69rFc1horyWIgUZNDBM_R40RqZAzuIw2NZshV0VI4x4kR8/4oo/xBF3A2YWRti9AosHDsOWLA/h18/h001.RjBiOV-5B3ne0sTGlKFZkZmGVwB22zYdZAK1dbPo154" style="text-decoration:none !important;"><img src="https://beehiiv-images-production.s3.amazonaws.com/uploads/asset/file/f7253685-a0b2-4cf0-8c14-581f55f85ea4/twitter_screenshot_2028106696728694826_1772693437_236f2e04.jpeg?t=1772693441" alt="Tweet screenshot" height="auto" width="100%" style="display: block; width: 100%;" border="0"/></a></td></tr></table></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> Almost resembling a Pixar lamp, a small arm unfolds from the back of the phone and swings out to broaden the phone's view of its surroundings. Honor is pitching four key benefits: </p></td></tr><tr><td style="padding-bottom:12px;padding-left:37px;padding-right:27px;padding-top:12px;" class="ee"><div style="margin-left:0px;" class="edm_outlooklist"><ul style="font-weight:400;list-style-type:disc;margin-bottom:12px !important;margin-top:12px !important;padding:0px 0px 0px 0px;"><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><span style="font-weight:700;"><b>AI assistance</b></span>: A wider field of view provides added context for more useful AI responses. </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><span style="font-weight:700;"><b>Image stabilization</b></span>: Like a traditional gimbal, it helps keep photos and videos steady. </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><span style="font-weight:700;"><b>AI object tracking:</b></span> The camera can lock onto a moving subject, which is useful for shooting content or video calls. </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><span style="font-weight:700;"><b>Entertainment: </b></span>The robot camera can bob its "head" to the beat of music, which is gimmicky but clever. </p></li></ul></div></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> I demoed all four features, and the best way to describe the experience is simply fun. <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZePw1NLlcZ2QOQPpwSP2S0tuEsZLarf82kGfecwtvMP80879TQj7v9pKbSHGAtE6nlOuLP3WORzg7P0baqGQTwBsk8ikmMyU6LIMqXZbc5kNaVdUDwjNKLzh5bvIkC-q7V2iA1jQeo0fDYMhGTY1B5pXIdlAGXRLCIreJUjDAP04bXQy5tjBVZ12-jZgGVbUwKcMAErTDaWEFfpYo_kSsolgmyUj0nuv4gNAa_N_GGXay9pLpSWVAdz9Fb02CuvNkwI709nJ-mh93Dnwcp29oN8MTZUyEKHkO8Rrt8kH2-g73buOVveUkosV_V7yQGU7y30VC6POhiEKvfhJqimb9EIs/4oo/xBF3A2YWRti9AosHDsOWLA/h19/h001.Lp85mm1yCzbPH_Vr147iKYMM99ZZNUw4AVbxO-YC7AU" target="_blank" rel="noopener noreferrer nofollow"><span>Object tracking</span></a> worked as promised, the robot did bust some moves, and the AI assistant performed comparably to most standard chatbots, with the added charm of a Pixar lamp "head" swiveling toward you. </p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> Beyond the fun factor, however, the practical case for the phone is harder to make — particularly at what will likely be a steep price. The exact cost has yet to be announced. What it does illustrate, though, is a broader truth about the smartphone industry: companies are going to extraordinary lengths to stand out in today's AI and robotics hype cycle. </p></td></tr><tr><td align="center" valign="top" style="padding-bottom:8px;padding-left:15px;padding-right:15px;padding-top:8px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:604px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/9e7d31c7-673b-475f-9c87-cf6c1be7b363/Frame_1410104594.png?t=1765345175" alt="" height="auto" width="604" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> Since AI exploded in popularity, companies have raced to incorporate it into their devices, with plenty of big promises and ambitious announcements, but relatively little change to the actual smartphone experience. So it's exciting to see a manufacturer think beyond the screen. I don't expect everyone to be carrying a robot phone anytime soon, but I do hope Honor's bold move inspires other companies to break from the standard slab form factor and seriously explore what AI-driven hardware could look like. </p></td></tr><tr><td align="center" valign="top" style="padding-bottom:8px;padding-left:15px;padding-right:15px;padding-top:8px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:232px;"><a href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeFCsxgaiiSFhhEZXgbyLVQG9VL466Ba62EuUEY3bWfAVu0z1De_zYWNWmJm4K7j_PXrr15imhKdfPu2RkNovaOFTYhOe7hiBkp7z1FFxoB6C4-SOJ1s-cwkfTsMiGjocxAqnYK3rwwdcHGKr4OrFtljfi-CZgv7HFhccWnxcwqENfLl_BauM9imZZ_a9SCu06TeAJOh_jrqD9a13Jn5kAeB_fSD2VMukiHrEmGGl_CWPpO3Vf9FJvh4fMBCX-SuO1Q/4oo/xBF3A2YWRti9AosHDsOWLA/h20/h001.rmx-hfBfPdklrSrJqVBsdL-47gVFTXmId7fu9ZJNx4k" rel="noopener noreferrer nofollow" style="text-decoration:none;" target="_blank"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/e7e0e37f-8f6f-43d4-9af9-1a1e0c886e42/sabrina-ortiz-byline.png?t=1768575206" alt="" height="auto" width="232" style="display:block;width:100%;" border="0"/></a></td></tr></table></td></tr></table></td></tr><tr><td height="5.0px" style="line-height:1px;font-size:1px;height:5.0px;"> </td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td height="5.0px" style="line-height:1px;font-size:1px;height:5.0px;"> </td></tr><tr><td bgcolor="transparent" style="background-color:transparent;border-color:#CDCDCD;border-radius:10px;border-style:solid;border-width:1px;padding:0.0px 0.0px 0.0px 0.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><span style="color:#376DFC;">TOGETHER WITH PIGMENT</span></p></td></tr><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 15px;text-align:left;"><h1 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:125.0%;">If you’re building with AI, listen to this</h1></td></tr><tr><td align="center" valign="top" style="padding-bottom:8px;padding-left:15px;padding-right:15px;padding-top:8px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:604px;"><a href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeKDpmMC2udKagjUa6ZTEyfGG4cetxYl-zvfFr895Wdhx3OEklQGdcZKcO0nkbh0Q71s_JF0yLxaYApNpEtA3khRpljP17gpWseiNwbOjrgJFqnGBbu0vyPo33zU3c1iFYhZv-Z6x9kGDwXFkNO8qfTrXY0rq5e_nBz7msLxUY06XPYj6NnlQiQvrMDIEwWeToaS9GM3I63Z8d_mVODQxvgWB5QLKQe7neA-IH7IikXLdT2HbzZPZSzOOuYxUSeI3uKn4T0QIv9M5UcKQvzb85l8/4oo/xBF3A2YWRti9AosHDsOWLA/h21/h001.xxjItk2tgcAyBPEhiuZh-QYva3PS4qvCpaH5RmOVjqs" rel="noopener noreferrer nofollow" style="text-decoration:none;" target="_blank"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/2e69f364-c995-40f7-b410-6fd3dde00006/Perspectives_Banner_for_the_Deep_View.jpg?t=1772707051" alt="" height="auto" width="604" style="display:block;width:100%;" border="0"/></a></td></tr></table></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> AI is reshaping the way tech leaders build products, make decisions, and operate at scale. But, today, the guidelines for exactly how that’s done are still being written. </p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> The <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeKDpmMC2udKagjUa6ZTEyfGG4cetxYl-zvfFr895Wdhx3OEklQGdcZKcO0nkbh0Q71s_JF0yLxaYApNpEtA3khRpljP17gpWseiNwbOjrgJFqnGBbu0vyPo33zU3c1iFYhZv-Z6x9kGDwXFkNO8qfTrXY0rq5e_nBz7msLxUY06XPYj6NnlQiQvrMDIEwWeToXNJHEttmd2YBR2tavM6XKHw-qwYf7sq7n6r6WlfWAs0_io38tjxGpfxv2baGjz9VPUBrTReUVSRQSL65Ouqddk/4oo/xBF3A2YWRti9AosHDsOWLA/h22/h001.HLQ4-ZdzOAzyOCFJbSjRy51XlOq4SykpnKgwmFI1IKM" target="_blank" rel="noopener noreferrer nofollow"><span>Perspectives</span></a> series brings you inside the rooms where these playbooks are taking shape - whether you’re scaling a product, leading AI transformation, or building the systems that power modern enterprises. </p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> Tune in on your favorite podcast platform and gain actionable insights from founders and leaders at Sierra, Profound, Intercom, Datadog, ElevenLabs and more. </p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeKDpmMC2udKagjUa6ZTEyfGG4cetxYl-zvfFr895Wdhx3OEklQGdcZKcO0nkbh0Q71s_JF0yLxaYApNpEtA3khRpljP17gpWseiNwbOjrgJFqnGBbu0vyPo33zU3c1iFYhZv-Z6x9kGDwXFkNO8qfTrXY0rq5e_nBz7msLxUY06XPYj6NnlQiQvrMDIEwWeToZuCC3ewPOzX6h5PUPisj1cob1jZ7C8R2rTkwuDoEeRfj65e1DVtMb5qDtydGGydtX9HuyZRpETbDvmjBikgf0o/4oo/xBF3A2YWRti9AosHDsOWLA/h23/h001.gi93kD5ORb4tEeH3R8W01fVlO9t7zN_m1y2ym1erA2c" target="_blank" rel="noopener noreferrer nofollow"><span>Listen now</span></a></p></td></tr></table></td></tr><tr><td height="5.0px" style="line-height:1px;font-size:1px;height:5.0px;"> </td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td height="5.0px" style="line-height:1px;font-size:1px;height:5.0px;"> </td></tr><tr><td bgcolor="transparent" style="background-color:transparent;border-color:#CDCDCD;border-radius:10px;border-style:solid;border-width:1px;padding:0.0px 0.0px 0.0px 0.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><span style="color:#376DFC;">RESEARCH</span></p></td></tr><tr><td class="dd" align="left" valign="top" style="color:#2A2A2A;font-weight:400;padding:0px 15px;text-align:left;"><h1 style="color:#2A2A2A;font-weight:400;mso-line-height-alt:125.0%;"><span style="color:rgb(17, 24, 39);">Apple finds new way to spot AI hallucinations</span></h1></td></tr><tr><td align="center" valign="top" style="padding-bottom:8px;padding-left:15px;padding-right:15px;padding-top:8px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:604px;"><a href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeFCsxgaiiSFhhEZXgbyLVQHSHVAAEP1S9R_SazdlvTQXKXr_KXvbtNKWkDtcJQKU_QNYzc4w3vjd4x3uaNrCCiEoefU9aXXO52D-XfscHk7wy8TKOgmE85cDi2ky_ucLJF2Zl_w0i7uqtTd0qGYxX-AVDZZ667zQRuXQtRIkygT3zeZfYU6LPttCfZf0Z0ALB8A4skPtCiPyhSa4EJvj5SCCmN2cbY-JmEoixhMFStwmVvetSwa8-yjl0Sj15PR9J-AUB-Xw6MTyhp4Gk5I1LG8PU5ACWtOhwLWotwkl72Yz/4oo/xBF3A2YWRti9AosHDsOWLA/h24/h001.NeWnYuoLuFJ8x36hhc10X63mLkPOLl2vz8wNxL_FT-M" rel="noopener noreferrer nofollow" style="text-decoration:none;" target="_blank"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/4dc2131e-a10e-4c92-89ce-96d54057b502/tdv-hallucination.png?t=1772693961" alt="" height="auto" width="604" style="display:block;width:100%;" border="0"/></a></td></tr></table></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> Apple may not have homegrown AI. But it wants to make sure the technology is done right. </p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> On Tuesday, <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.8-FsMBK0esmMbeg5-IW0kt4zXSi2nHQhCiU6kyLA_LSkh8V5p4kYiSAyRXwEp3PcrnBJxY-WVBJDUCCqsBqdCPBazp2iYq2ZMjjfk05xSF19xLELOEK9YEUf8TtUnlF7Or9W6pnfxqjlabXTK-_ZaruAvYmRRNPdUJ0i7c5zdGhL8VcWa54k5Ny_5OIfiy6yXBQmOTBvx9c7LZtQVkfHrqFBKtvH9tAkc9LOc8xrDFreevsfmj-VzRyOyHSctn2DYkQXqyk39xah_Wj0XhSqAG7Y2s3K9q73NBUT-HSydNDGTEzNzruRwro4f_Io8ChT/4oo/xBF3A2YWRti9AosHDsOWLA/h25/h001.RoX31PSL4F3t_Ul7HoO0h_2sHiRA1jJrkmr2yiWmLQ8" target="_blank" rel="noopener noreferrer nofollow"><span>Apple published research</span></a> detailing a new way to find and quash incidents of hallucination, the pesky mistakes that an AI model makes when it doesn’t have enough training data and starts making guesses. Apple’s research introduces “Reinforcement Learning for Hallucination Span Detection,” which pinpoints not just when an AI model hallucinates, but where exactly within a line of text the model goes wrong. </p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> Apple’s model gives its AI framework small rewards each time it accurately identifies incorrect phrases or words, based on how closely its responses match those of human evaluators. </p></td></tr><tr><td style="padding-bottom:12px;padding-left:37px;padding-right:27px;padding-top:12px;" class="ee"><div style="margin-left:0px;" class="edm_outlooklist"><ul style="font-weight:400;list-style-type:disc;margin-bottom:12px !important;margin-top:12px !important;padding:0px 0px 0px 0px;"><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> This turns hallucination detection from a “binary task” into a “multi-step decision-making process,” Apple said in its research. </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> To put it simply, it’s the difference between a teacher saying you failed a test with no explanation and a teacher telling you exactly which answers you got wrong and why. </p></li></ul></div></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> “Most existing research works focus on a binary hallucination detection problem, where the goal is to determine if the model output contains hallucinations or not,” Apple said in the paper. “While useful, this formulation is limited: in many real-world applications, one often needs to know which specific spans in the model output are hallucinated in order to assess the reliability of the generated content.” </p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> And Apple’s system proved itself, outperforming conventional methods on the RAGTruth Benchmark, an AI truth-checking test for tasks like summarization, question answering, and data-to-text. </p></td></tr><tr><td align="center" valign="top" style="padding-bottom:8px;padding-left:15px;padding-right:15px;padding-top:8px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:604px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/9e7d31c7-673b-475f-9c87-cf6c1be7b363/Frame_1410104594.png?t=1765345175" alt="" height="auto" width="604" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> While Apple may be seen as miles behind in the AI race, this is a misconception. Apple has effectively removed itself from the competition entirely, instead hitching its wagon to Google through a multi-year agreement to use Gemini to power Siri. However, Apple still bears the burden of doing AI right. With almost 2.5 billion devices in the hands of users worldwide, it’s vital that an AI-powered Siri makes as few mistakes as possible, especially if many of those users aren’t AI-savvy. This research is a sign that Apple understands the consequences of getting it wrong. </p></td></tr><tr><td align="center" valign="top" style="padding-bottom:8px;padding-left:15px;padding-right:15px;padding-top:8px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:232px;"><a href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeFCsxgaiiSFhhEZXgbyLVQFKn1NlWIaIrDFbkIp-vDFz9vl2oMteOvCy79ZvCi1mqG4kWD_t-qHhp9szpM0TR44k2gYM-0T9wF68Zf7ApaGHpUclbesMCQWC0V53n9l809X9lNKuVYLDEPgM4LmFg_suf3OxkxNPZhKxhDNX_UItWqtgbSNOYiUCgbxUGWcd_cr9TvyukqKD-BJEzsQXKrsVAu_EY03QOALAQlbdPPk5L70lNsCYkSYXLg5H6tQdgw/4oo/xBF3A2YWRti9AosHDsOWLA/h26/h001.BF2mkIfgYBNltrLsEpKVp2g3JF5u7pcw1lLTZrSik3o" rel="noopener noreferrer nofollow" style="text-decoration:none;" target="_blank"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/48fe9d73-e19a-4746-98cc-8d49eb41c139/nat-rubio-licht-byline.png?t=1766448867" alt="Nat Rubio-Licht" height="auto" width="232" style="display:block;width:100%;" border="0"/></a></td></tr></table></td></tr></table></td></tr><tr><td height="5.0px" style="line-height:1px;font-size:1px;height:5.0px;"> </td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td height="5.0px" style="line-height:1px;font-size:1px;height:5.0px;"> </td></tr><tr><td bgcolor="transparent" style="background-color:transparent;border-color:#CDCDCD;border-radius:10px;border-style:solid;border-width:1px;padding:0.0px 0.0px 0.0px 0.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><span style="color:#376DFC;">LINKS</span></p></td></tr><tr><td align="center" valign="top" style="padding-bottom:8px;padding-left:15px;padding-right:15px;padding-top:8px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:604px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/1c8854ee-478f-4500-a7a9-d5280dd7fe8e/In_Other_News.png?t=1768575169" alt="" height="auto" width="604" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td style="padding-bottom:12px;padding-left:37px;padding-right:27px;padding-top:12px;" class="ee"><div style="margin-left:0px;" class="edm_outlooklist"><ul style="font-weight:400;list-style-type:disc;margin-bottom:12px !important;margin-top:12px !important;padding:0px 0px 0px 0px;"><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> Lawsuit alleges that <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeMjA5GCbpI9M9CqNlwNyrcL0vwRiN141hTjPOv4cYYQ3o33DKysupjOO_iKSQbwGyhBWUg68iMPI3NmDYcEVsI1_z_k8n0ntGfM152Z5oC4msAddW35i7oNCyREg7dB0p0VThn6BEFMnXniPz-z6zIXq5KZvq0-mNK0Mc3ssb--eE7vckLNGeOjJBQRn3LCFEJ-YgDmIRVAVypS7m_CQpv5tMstnpTYQpRvVsECDV7EDZBs5zDIMzTH5IKwtDORcJTXDU9WVUzlfjvdPsRg3qWMM0Q5UMogtpi90oAu45tx-1ZHM6fpckyVTs_2bkzJz9iccsdaHNRMwGMoCtrLlTpM/4oo/xBF3A2YWRti9AosHDsOWLA/h27/h001.cF7KbdNfSqiX6tdIfaY8YZ1gFTYZifE9nNlg5b4bQI0" target="_blank" rel="noopener noreferrer nofollow"><span>Gemini is responsible for a Florida man’s death</span></a> </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> AI companies <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeBlGelwZlu-pQJHKGnGUDoF32U-eclRRFU_TWc12nlIm2HsZH6nlOwmFU8t60_UUSCYpslStsIFCimC5raNq1Hyo963vf5apMMF2uQG0OHRL-7o9qVSCZr2mDtbUNbgMjgmEi0EYGTGGNCX0bxzyi-DB3DAf-VrLa1O9BKCfimzHQZCtDztTwaoPVjEsQIvCIToiJVNHrF-Yw0F81ElN_Vy6JpdrTZKRgXUwGhzvLGEdJJm-eCKIG4HA9bY61w8zO4kZlzL6EG_Sccui9exA7sMfmhXSW-BoQilY-x-H1VorH_mbSmNQa2gGAClruo7fNKuKXFRXUcXU_O7M-ulwGfM/4oo/xBF3A2YWRti9AosHDsOWLA/h28/h001.MNhU-C-l4UKGdxx1YmG-QcbvXWObEot7vKDicCUkTws" target="_blank" rel="noopener noreferrer nofollow"><span>officially sign pledge to supply power</span></a> for AI data centers </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> Meta is reportedly <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeMjA5GCbpI9M9CqNlwNyrcJKaZA64O8K4sWKZAE28Yd_1b1K-Z_O96KDwjljbaxiNm1VY53LW2l9G3OoLhLP-T4x4kwZzcv_RLx4NAM7NZeXQmlZjg4-QpnPOVRHVsHz0LecLJ2Ig_87xNCMqnglwQo0Kz09RcYrfIChzEiS09Iu88WVRpIdjn05tdeBa4rFNi55WFMoLCpDNKFNi6018H0TDq8Z6fVfEZ1DDYf8nHXenKSzvHbJ8UX-vGoW-ucKVwAmtMkkEVR2qJZ4gie7dV-Wv5qZRNQKx1CtwOiG1ZFn-lgj_JlxHDY99KHUwCNShNi3yW2kYWzvTrgu4KtySCI/4oo/xBF3A2YWRti9AosHDsOWLA/h29/h001.yDTnW1q1RXLAZFxFjADSFBgLrYkoueiO6kgb8WFppqY" target="_blank" rel="noopener noreferrer nofollow"><span>creating a new applied engineering organization</span></a> </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> Anthropic’s Amodei called <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.5sXVVvymMF6ZsL5-zBaSfABNV3SXC2nR-1ffnN8nMOeBQLLQJcVHxFlEY5RuoJiJQSHl5TOlWBUWqOFMlC9RzYgwcD-tmrlJmYvC_HkneFl3-6tET1Fk88sZAXlu2UQDS3RuR7uY0rZdsKzRvrNxLJ04V4gine2lvdsteiielnQDEHhAgXrf2kxOctyGSNLao6mRscZxMc7Y-C2KU59I6e9pa8ibuo7enH5w6S4OVlT5ieApjoB0KN4RiM4QcafXWxIKCNbR3N_OHQ6XWOzId7XGsfwpsMNVliP0Nj4pgOVwd3c4Jw2HAD-FayfiPXsmv79VghnyAoGCe5oS0greyGTNOzQq7kUN6Tk_Sp5xo4gjKyW0k4JuN8341NBW2pztwnRBjn6Y4Jbr4WjM5aKEyQ/4oo/xBF3A2YWRti9AosHDsOWLA/h30/h001.oRzopirRDTen6F8mDz4z9SPurPGlsM72BZ6dvpFH6oc" target="_blank" rel="noopener noreferrer nofollow"><span>OpenAI’s Defense Deal “safety theater”</span></a></p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> OpenAI reportedly <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeNQV17bivccHNL4Xm_RyIel2okXZ1rTWYn3eqxBfz9OuzW49GCsJd0GUi16THo3yzJoaEH2czkGjBjl2gPW3QlWLahiDqLTmYZHuaCV39-RYheC1DNNEJVccVLYtCJJRTbT530en51DJpIFe3tJ8KgmQQoIEocBLYeg4QWeTtiHq8JedxUwiA5rAKS1TdnFlcz8sbqFIpeBfrUNIWO0TpXDaq7LMDxyejNYlAt6kQJLhaneDnMBtVMyo5jalrvOD8deCGs8h1QL2KTqUyoNaI4mUzlJig_oZOaDd7Sc7hKGjWkyAWNkHKJ2ke0GSjmZwUQ/4oo/xBF3A2YWRti9AosHDsOWLA/h31/h001.JgGvLTiO7MYlYT8SmzxFkzCbP8hF5iHKUzZoj9OKSm8" target="_blank" rel="noopener noreferrer nofollow"><span>preps GPT-5.4 with “extreme reasoning”</span></a></p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"> Perplexity, Coreweave <a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeF_q12zPaNrF03aEtFoZY9VQfUmQCcs8MzSMXahyHci1hp1ps3TYjNoDBFeQtSa__gkDqfwAZF8NOW-tjozorB_gwXtpUAPm-IPcS06_hE_POvUySxubc5TLcEFpwWmUuU9GR1fJhdMdA96KElZyrvuXraiGiCF7iV1GF66QUzn2LXpfd0KhdvNZYc85NVkEgf5rDb_9fFj-5CqkLn2D0SzJpD_epwwoh0PapciLCAYIh2MTfS7UPVJd5Y1YojoYQoAGvXELbpkPUgBehfariwg9bGL6rL1hx0ZLOgJaUZXt/4oo/xBF3A2YWRti9AosHDsOWLA/h32/h001.lUC_RcwEgWF_mldEklYuXpGsOt0AmYJcdosizG5zchY" target="_blank" rel="noopener noreferrer nofollow"><span>sign multiyear data center deal</span></a></p></li></ul></div></td></tr><tr><td align="center" valign="top" style="padding-bottom:8px;padding-left:15px;padding-right:15px;padding-top:8px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:604px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/59d274bf-9e99-4acf-a6c7-ff9cdbb0233e/image.png?t=1752986916" alt="" height="auto" width="604" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td style="padding-bottom:12px;padding-left:37px;padding-right:27px;padding-top:12px;" class="ee"><div style="margin-left:0px;" class="edm_outlooklist"><ul style="font-weight:400;list-style-type:disc;margin-bottom:12px !important;margin-top:12px !important;padding:0px 0px 0px 0px;"><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><a class="link" href="https://elink983.thedeepview.co/ss/c/u001.7zYFXt5AA3Px2NyJbPz6hCvtafggTNairihwfASeMTTaMUF1i8aDMy5I8khcJDPHOAnIt7NOjVZ7on9VvfVC2v68whNr_pT7RgI5ty4L0y1Wsa6brdXVWwaR1claOsv6Q7uP1gEhwx015ylSg0pxVpAU-iG3IAN-JcK9qZkVSpj56mOOaUmqlIMxBYvTwMPO-B0GdCzDPUbOjETkFl-RjfGz4Guiazd76pYNgorNRrquUfdyQTFL4u0z02YbwuVw1zjAeviJjJlDutr7MHPfew/4oo/xBF3A2YWRti9AosHDsOWLA/h33/h001.FOc1w-qjkAcLR0zr_kAAsqubTxkIXPoVh_4NPfXUF_4" target="_blank" rel="noopener noreferrer nofollow"><span>ChatGPT:</span></a> OpenAI’s chatbot should be “more accurate and less cringe” due to the GPT-5.3 Instant update rolling out to everyone. </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><a class="link" href="https://elink983.thedeepview.co/ss/c/u001.7zYFXt5AA3Px2NyJbPz6hL7baPdjJEN6jbF_9yeV3i8sgKzv0TZeRM4QrTSwtpFCPf3pJtQLnEtBYxkUGpF4NDbmqz-ykHxOW6-3pfDYZ8Q4p3u6qhbMOwE44ov1GOP49L9-pJwfNX0mIyyBlwnvtXMbcNZf-k8-iWwNP0MjXFm0maUwmDK5Dvj9JErlRmUAINDLSDW02xMf-ezfXv3nQzRyfEZ6v4yDpFlz85GTr3ulLGDg9eYRrZ9KN-VUb5kXlW-fV0wOc-Kx6j2EHbdSebvQ7xLGq0rZWTXCX79tInM/4oo/xBF3A2YWRti9AosHDsOWLA/h34/h001.bP4zClkvqrHKWp0KGLHnx2frMHypM4DV7F4E01hnETU" target="_blank" rel="noopener noreferrer nofollow"><span>Claude</span></a>: Anthropic rolled out an updated skill-creator across Claude Code as plugin, Claude, and Cowork. </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeO8N1nwwIbe1TtbzbNUS-AjGiybkFJiHjDHQ-9gZSnvm1LlGtP3ZA-dQNrwhy6DZtkRi5q6Nkvh_qj7Bt6KsbOfpQkwTMPAGSnVxKyoc6IiPhkYln1yr8Ru6VMSnGEPTWTdGKuIIWtugtnBuqGyuSJE7z28zc5di_5MnqIW7xKuNpF4L91dQxIE8-oeeamUyHtDbFESyDtQFNfFe0Vut_3RMpeHVpFe30RDwVwbCEtge/4oo/xBF3A2YWRti9AosHDsOWLA/h35/h001.3xzrcxBGnxGMZBeomCXNBWG-3g_b5VqpaPVOd7NTuKo" target="_blank" rel="noopener noreferrer nofollow"><span>Glaze</span></a>: Raycast launched a new tool meant to enable users to create desktop apps, reimagined by you. </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><a class="link" href="https://elink983.thedeepview.co/ss/c/u001.7zYFXt5AA3Px2NyJbPz6hHlZJY_9CI6RZ323qhD4KnzNCHKdoG32I57J_dJRkFCgpeiZ4iKzMPowOGQ7CoN7G0D8XQfewOj2MUF-bzWdOK38AjFNG9SRgxhuiYvt5uflaDCWWLv35FnYoaskc4LMt7fihJgZOHg7uwkvQmSkkryZ9AIECp3dX5Fg0vV3npzsA2W2RA-98iLWm34ObQzqzEnc5fZ4pxgqPRd5bb1n4coJK5s1NwxqueFb2piOVwLOXZXznte72MgWsIlJL_rvGQ/4oo/xBF3A2YWRti9AosHDsOWLA/h36/h001.CkZB8QX4d6s1GDmdZBz7GDoCTejlQmfroH7fyQddX6M" target="_blank" rel="noopener noreferrer nofollow"><span>Anything</span></a>: The platform launched Research Agents, and now it “sends parallel agents across your codebase before writing a single line of code.” </p></li></ul></div></td></tr><tr><td align="center" valign="top" style="padding-bottom:8px;padding-left:15px;padding-right:15px;padding-top:8px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:604px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/25296119-9f00-4620-9931-2d98d0068485/image.png?t=1752986966" alt="" height="auto" width="604" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td style="padding-bottom:12px;padding-left:37px;padding-right:27px;padding-top:12px;" class="ee"><div style="margin-left:0px;" class="edm_outlooklist"><ul style="font-weight:400;list-style-type:disc;margin-bottom:12px !important;margin-top:12px !important;padding:0px 0px 0px 0px;"><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeIow1fuYnE5k82-amNbMo9W2u4Clr2nxIJ7fDgLtxLcToM5zWBWAPI7dNLXM8zXxdbipSuEAlrdThPUL0vt3BoXURti-By18j9NqlYduNAbkDTsgjEaCW-G925gfJRdxShGkHDd2HaMVcvqmY3bv_OoE0hYqEiofaXJi1DMCy30lR-VvJqbGtNpmgktn7xAYE0XKGdc8OJtPGgY4ehllNOEdqIJxImCuwZtrgXavfbw88AcKSjJqLdCip3rePdaJycq1JS_jeYV_UKnfjqJN53g/4oo/xBF3A2YWRti9AosHDsOWLA/h37/h001.mUy6Hh04Z4b9X2Ypo0tXK8t3Al0ElX7seUyjRid0HE0" target="_blank" rel="noopener noreferrer nofollow"><span>Meta</span></a>: Partner Engineer, Generative AI </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeKxSJbzeZRVaqEF20O0ockbu5HK92aYZnb99wKBxOiYQhTLVAzcnrF8IdBsGaNiK1L5z5rSu9okmcYnKlsaf8JKZhcSuTSqd2mELAUYZcm-iIF9EUCmpjrGDTrt4kKlXZiJnCvHBrofVigej-bQm_Sy8Tx6Y1WA76c6JpZ73bnezHrq8au6wJXUibUGi5xtDeRt9izixonjxOxC4ueaOqPCYwLyCzO5POY_SEeWhwV79GC0BNK8cGaXSJGYFAl6mLqFl_IOpWyURD6Ur4FBHjpldAi6y0qPRelA4YS9e8NfDP2_BAhY_ld8v0UDqjLYxTzX5HOE0Rt_mglZvgkJe1BM/4oo/xBF3A2YWRti9AosHDsOWLA/h38/h001.rE-QiIIzkZaC5oDWr8nB7isJW_DY9YGw5_Mtp3ix3Zg" target="_blank" rel="noopener noreferrer nofollow"><span>Databricks</span></a>: Sr. Developer Advocate, Databricks AI Agentic Systems </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><a class="link" href="https://elink983.thedeepview.co/ss/c/u001.wZPohD0JH12EksCsbt8ZeL790OLpBPJTXJU7GedVKmYmFOOjTFoMxFtX2QgdnZZBoegYQOFK_-9yHIQxkgzEzJ8hGuU496dK36aFPZivrgTAgWEEA2juhWBUbyInmJ5EjkX942yt_sjwF1PDDRjcxQZr2D0qWAhaHrIKpEmxkO1fJXKggOzDgbUXoWVd-pVtsIe_OzOoW1hBjd21-1qguOD0dzzBvrj0cfA4u8dyAkOgUYReA7YZpdS8YZmd8EGRNeu_1eUQJkPIIToXQSe6oMhSHFok3WHfXd8gSImDzZX_JnYzxQ0NMWjLouP_z4zJLE3NlH-MM4O6PpET5yQBb5HOVKsn2cmcXRbjChHLXpoGG8x62Kjzgkdx0n3uWW8PDXEjccmvYnU41Ux6fK6Rf_8TpV_gG_0qUqAnivVqQQ4O9-wxBQ_oZxa_vp1ItkQhxu78M9-1NKZA7d-dhU6OAeY3LM1v41jiILeNRDaTNdA6Pw0bVrqU0_0-H8GiBb3e3iXz92ygVGACgwXTxyLWuPqNdulHumfYFf3lgiqTm7iQgAwRYf4k165YyFPFk3Bu4oUGriKfc8vCBpLCnKHULxVkwWRmqVW_GheLaZ7k7s_AFtbxJbEN2FIeRuRcTQJ9jRzCK8IKbk0nPycP1YZMVuRQSGYpKC21NeRTvhnkfYwvtz1jQFRJ1PMS2r16N5nu_ociC_6mOaF8O_SaEtZkltIY3gcht-_GorarDNmgWrfG9GZ95dRt000kgjKRr3ZNqaypBcsulUXrGzTc_lzLK4QYGGBGe9Iy-oXUQGzlA2nMZEms3cjJGis6Uq18PLpEQozAlMFZ9Dcefw_HLfZTNTyDF-sD4O7bvyxBDxE8h43o-oWHyT5FMlqq2pWHamUIsjjI9wIj-_StR_TNPaenSO6htDlg_UJhBlXV7c7Ylutpt5ShwJSn7d91h6VZ_V-5ysXHi7dFisYfjwC02QMmtLNEOb82q24zqNzp6pyX0s34CjRS9mZjD8tysav2ZP6CWFewzv7dZaq4j0G7m6Q-S8n3kr1LxaY677MxXszxWAY4OoBIfkoPwxtKg_IyDlvSPfH2ru2jGqR_KQ1U8wdra3JY_UFki7_9A-SkS7MpgM3fwa_RKrtK3IOxQoK7NPPk1E1mRdUazEd1gKdy2DjziQ/4oo/xBF3A2YWRti9AosHDsOWLA/h39/h001.VWJrZtiTWIMHUat9kpeCFQj9NXM9x8XcjphNRmxdhAc" target="_blank" rel="noopener noreferrer nofollow"><span>ByteDance</span></a>: Senior Research Scientist - Machine Learning System </p></li><li class="listItem ultext"><p style="mso-line-height-alt:150.0%;padding:0px;text-align:left;word-break:break-word;"><a class="link" href="https://elink983.thedeepview.co/ss/c/u001.sXXnxCzQc4R7kmkfT58w-w1qZST6l0M48sKI8DOnjTTVQKOZ_xjf3SNDkVoP9_rCouy9IXTd9JUx6R11rntvaEfKMFj8KrVjcAsuzkz_TbB2yDvJt2257oKHPBwRI0ogxAAaAyjKMXysoToP0YIamTUwrJao-teYljMP6FzIYfOe930L7AfD7AV-RVXwTeGSFNQ2OqCm9B3UqdPW5h-IKz8V_zI0MaNPjYP-CErhUEgwMEd3K0rHAflPuZGcar_cdGtwF_UpgUa1_6iwNzjlCP7Cpa78CrGRmEDd_82j-pg/4oo/xBF3A2YWRti9AosHDsOWLA/h40/h001.Sy7spx8sDauSqzALjQ2bFqzTMT6g2dx3NBg-XWiUQxI" target="_blank" rel="noopener noreferrer nofollow"><span>Cloudflare</span></a>: Models Engineer, Developer Relations </p></li></ul></div></td></tr></table></td></tr><tr><td height="5.0px" style="line-height:1px;font-size:1px;height:5.0px;"> </td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td height="5.0px" style="line-height:1px;font-size:1px;height:5.0px;"> </td></tr><tr><td bgcolor="transparent" style="background-color:transparent;border-color:#CDCDCD;border-radius:10px;border-style:solid;border-width:1px;padding:0.0px 0.0px 0.0px 0.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><span style="color:#376DFC;">GAMES</span></p></td></tr><tr><td align="center" valign="top" style="padding-bottom:8px;padding-left:15px;padding-right:15px;padding-top:8px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:604px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/d120b54c-d56c-4fbc-bdbf-41e83cbbc770/image.png?t=1752987116" alt="" height="auto" width="604" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td align="center" valign="top" style="padding-bottom:8px;padding-left:15px;padding-right:15px;padding-top:8px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:604px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/3d439190-18a4-48b5-9776-9ad5913d8b72/AI_or_Not_-_TDV_-_2026.03.05.png?t=1772699614" alt="" height="auto" width="604" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td align="center" valign="top" class="e"><table role="none" border="0" cellspacing="0" cellpadding="0" align="left"><tr><td align="left" valign="top" style="padding:15px 15px 10px;"><h3 style="">Which image is real?</h3></td></tr><tr><td align="left" valign="top" style="padding:0px 15px 15px;"><span><a href="https://elink983.thedeepview.co/ss/c/u001.gKxW2KpP8aPe_QMyOQduokBEDIe6892b9r6MySOyoYX9V_Kgr2DtZUuIPMjvWXE-NyLIpD_dq0JLD2AfpPuDYREmxAGphunbH-0lXhIDnMR_bI1_Y-Wk-RGFzQv55k5thVjWz0xiWA-GuAtwimuq08hFrPBRr2glrKHHTefGzx4zEemwj_DwakpWV-JdQcpocgdEc1WyIg4PiP_vg6un6qFMfB-8pG13HCci4J8-F0Y-WK-kXE2tjtSw05OWSHC1mSvd1mT7iljDU6Mx1noeVyoxbSL1lFAvlGi1BsckpqJ5mL6mEzOPj1HysXW1y3JgnGbdGrL0xqWotuF6ZXMDQaTivJN5qky3OvcfSnnVWdJHHH1xu5UKw5w4SFhhR4mzrptgr5sXIMDdsGPbMaMFzWYn6PF9GZcA3VdowRqkvyl_f1i7dFN_9w3ULRa-RsWEvdDRkDXAHedm3flK9ohFo5oHyC_f8mkgCpogYe99PYl8N1kEyIJGRyNoYStZFibzwaGuTkq0K7H3V47glOrukUYrUpkZHaJX6h7o_mISzGrQpLamgT4SqWpdiSgvOLjuA76L7UOme70Jiq-YUyGGfbrKxBbFgFpeRwlIxVEa0DcAGuqJXHPmxLGdRyBfBY_tut3Pm5iWiS5332DXnEt0JJvMjs0IJbjzLplEaA1h6NgUtZ1vzEEAQKgsdVKcMbJTv2ZeaLAlIy6mhAJXdEjv_t7cV3NeWByz_2d_N5RskHhvVVN-sya84byaNUvSdfgZCt2BgUnVaCLswd2n3LecNPfDbrWDE_AmOt8JYouE4a0qNUiqFd1gdmuXJwVIv37nLe1HzmafpMlzUe96EaYVYWt2qAJEI0-I1bzQvnYnqEEOXcPA_yVkadZsC-nkD6j14oF_5vAby8vU28LYVP44dgRPPXTvwUWVYotsEfwL-0YfW_Kej5362DHQJT7hellaCefnjvmhekxDCOS_E-p2b7ROVjhcBRf-l-69DdyhdGxpaCKXjVU99IDcaqdpFLUFAgaN_nx_SbhhpD_-vNKr7Ob7HWLr13hZhn6VrOkabXA/4oo/xBF3A2YWRti9AosHDsOWLA/h41/h001.Y97j7sYYTDfzMEBFNPBrLSgdm2glSTs7j3o6uHh8-yQ">Option A</a></span><span style=""> | </span><span><a href="https://elink983.thedeepview.co/ss/c/u001.gKxW2KpP8aPe_QMyOQduokBEDIe6892b9r6MySOyoYX9V_Kgr2DtZUuIPMjvWXE-NyLIpD_dq0JLD2AfpPuDYREmxAGphunbH-0lXhIDnMR_bI1_Y-Wk-RGFzQv55k5tf03PRx21mb6VI3GfNYHTiW0loTqxO_8lf7SI4pHFATJv5tTbfghAvhKD2AFVUkR6c740ZT3LSWN3qXB9mvZwI6M3XZmmDLYDb5d1nPUjNOElorYKBKgp9p8KFwU7-LYPAl19TP78rxyhmQkc44zXGEABeY10c9s3qb0ft73-pPA93kRj5hCWkDhqpJQcql55uM_1Vkci7O3ASBsU2jCStDVx1o2pZcg55Viu1v75hwBCElUx9T5IDkVMIxGILK-T8-MdnPSWOlAgcw268ufvI-FkbeRQ1zA6YKSoQhbZh7HnpM-6DyaUV5aO0rLNf3RMj95PLHiwM9485b7UySVrMKOoH68oedNuBJhHK1UCxJUS2IknS8yXUIxxgdoQHpifBEBeiO_h2gSttkDlPJSagCGRhA_w4Onp5xf4S9VT3_b7xFqfq95iMkLQrmDoNJpnACzHmIJnb492wiPpa0lzBrMFIWsObweeyRfgf34X7I_jMaAZ_Kfcy42ZAG-1jGDBKyE491vTuA76qVDcyz403yH2qjF46UjmVPxMZxVGOWq6RhOo2iZfPNnYSDphPfTfuFwifmV-RyYG50R0o2YGxtOz2InYcbpxn2EyMB3kXRICtTd2Du7hZoVUo_FBjMkwgj3l4qbyNoq3NG16XnYStOICxaEdZMnPz3Znmnbuq2A26iwGECuVBbqa2cF5cQ6dBuC0yFsvBMVk-ZLughk7bzYSLxSWRhod2-TpJ7xttlR2_ElJKcMu0jdeEu0MUuRyxtGlhgbyxJ4GS_TlDooogn88vtGfJzJuxXqeRLKMVH5geGwC0ABkdmEfCg3ORX3-_LpcAjDN-dOmvNxQFF8Ul5qn3Yr1-ev3QR8H3UUhm7XNutS1a-TmmbzhnWFa4rJdWAkMsvFAFDB55ZjS_1CkrKee8kXfrlfT92bfWpc2DLw/4oo/xBF3A2YWRti9AosHDsOWLA/h42/h001.KBiehCS5QMG6Nj_N6_ltASrMbtox8xX7HqhIX7AnSoU">Option B</a></span></td></tr></table></td></tr></table></td></tr><tr><td height="5.0px" style="line-height:1px;font-size:1px;height:5.0px;"> </td></tr></table></td></tr><tr><td><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0" style=""><tr><td height="5.0px" style="line-height:1px;font-size:1px;height:5.0px;"> </td></tr><tr><td bgcolor="transparent" style="background-color:transparent;border-color:#CDCDCD;border-radius:10px;border-style:solid;border-width:1px;padding:0.0px 0.0px 0.0px 0.0px;"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"><span style="color:rgb(55, 109, 252);font-family:"DM Sans", Lato, Montserrat, sans-serif;font-size:16px;font-weight:400;">A QUICK POLL BEFORE YOU GO</span></p></td></tr><tr><td class="e" align="left" valign="top" style="padding:15px 15px 10px;"><h3 style="">Which AI coding tool do you prefer?</h3></td></tr><tr><td class="ee e " style="padding:0px 15px 15px;"><div style="margin-left:0px;" class="edm_outlooklist"><table role="none" border="0" cellspacing="4" cellpadding="0" align="left" style="min-width:300px;"><tr><td style="width:100%;border:1px solid rgba(50, 50, 50, 0.17);padding:6px 12px; border-radius:4px;"><a style="font-style:normal;text-decoration:none;" href="https://elink983.thedeepview.co/ss/c/u001.gKxW2KpP8aPe_QMyOQduokBEDIe6892b9r6MySOyoYV4k3JEHw12K-rX38erosrhP30MoweS8Tpv95ofaKl4rqNarl7bdwe7DjfSFq7c2WunejumvkDn1NL6VW9pQ1P0oXM-2p-wmA3iN2sg8OPMoM_JQKYsiE2m32L8jNynh_EHpgcqBngYGkWTZ08Hy8kAJIcQZaCOn-nE7xcH2fsnp_-WHrvZTiPidpzZ9m3ZP1SI2q0nlYO7cMweUJunfIPoMUfodsrghPSnVc2Hil2aoAhuIjA0mEhjaQRaHDwmRCtNhkGT92gLcolryg6XGkecnbQLxXnZLQpslZ7ZSOQNP9AuCbWZQnOG30UOvMTkBw4N9p_rNtjjTGjaLu75dotsCbktxr4u1mZMBI6bqLYoq_U298lNl1iOkptPD7BwGynCZ7ZODcTc0QJ4j0KGrrl_MK8SIwxnRB4kRXQDuBszucbjQ433BjYtJbral6b_uHfooISDVG-orL2HmObS9uVCsAXPY7EiaiDuVXuc2ruXsnX3MDtGz67bfT4Jsq1ZvZ1CHIKR5bWpfRzMhj0u9clzNzuzmwhRM7-j0AAly4Hb4s3BZ-LUT8lHF-VgzCSrhCzfXCPWuvIHPqo82MNQtNK4I4ohly7jQqM-Ngk9yE7VDRZyPv6N075tDGXFJCvw-B6i2Po1Hh-Hs07fX03rCwTTylVsrmj3gW-qRs5U6bJBfC7yaHeiA_lXZ-BtrStUZnn_3LPhLliFE6NlO6riB3pTU-_-auCTLgJhD7zYVnEbrl2Nuy70JGLJlPnJ4sp1k0Yl14D3qnLilfrMkIU4BymVC_VOSO5Sv7n8u1-ihI24CbVfh6yG-IgO_9V7K-b05hNygGz8WKZtgJCXJ-dlV9LRNABEpYmCPZUaM1VBaqqNxpfTz8N3jMJs3gm6YKZs1L9IPSgQRFjmzouiSnMgfI4l4wvxXnv4S9phyfSw4OiwJYD78skPZj6w5vKDlhT2R-okPM_OlJft4k-vn6fNO973QYW7OJb0ukn6uAueB7DrIWZeT-N69kQDtcCY6GTvj0w/4oo/xBF3A2YWRti9AosHDsOWLA/h43/h001.SN_oq-dv4j2TsBpCvQpZeG1kcEn91Aa8FCrB0Cp8k8s"><p style="font-size:14px;color:inherit;"> Claude Code </p></a></td></tr><tr><td style="width:100%;border:1px solid rgba(50, 50, 50, 0.17);padding:6px 12px; border-radius:4px;"><a style="font-style:normal;text-decoration:none;" href="https://elink983.thedeepview.co/ss/c/u001.gKxW2KpP8aPe_QMyOQduokBEDIe6892b9r6MySOyoYV4k3JEHw12K-rX38erosrhP30MoweS8Tpv95ofaKl4rqNarl7bdwe7DjfSFq7c2WunejumvkDn1NL6VW9pQ1P0tG37njAa4rogGhrix_ergF2xMMe6SOo48hrdow-ptatYDRmPpTNoh-QAsPglttP5V3AUHiPvanrX42Sjo_U02Lo2SddnwRd1GfrsDVHiwoPUcjdHfxYF8d7UviUr9WfrfYwtFgD_3sYqSuc3Mz8NjeefWGnR14JxhrMqWEwPI7mijakbxShlmAF6O86hQVaWy_RazAWgIdBU7YAquSghwJk9FGEnt-Xj8uWn9uhb3RdsGO3zHzcyj_8SmbkRRmkjQWPGtHjNJpb8B6sq0Fv0hiNM7fDdMqGHqzLlB_3NpOpTukR-TjzJAuN-5QWL41FEA6_evHcXOG9Df5K3kk8x_T4CgezcMNZ9569_0qMUPtpMMdCd5C82BIYBm9Z0INV66wRbs5QTJVTnieCLius5neE1WkL5D0shGmjOsxEs3iaVRWEzSZRrYmlUtZ-RobcQwtMkRxVBMv1OHnds1ZqBm8qsjCfbVpAyJW6n38_BdKsOs7VbxOtoLkIOUHuwt_8nfLKon6fhnE992j4UE5G48Pxjgyk4Yr2pg040m7CKqKVAP8kN_okKVivZxxVrOgIfCUfsoau02snDHGZFPd1d5K1MvAjlPuKmvvRdiXeIqmcUgjQD6pG7iVt1YzUVMKNxouKzg3HBzJQwQiJ3hmq2KjZs0tUsn0_7upcVgFU1fLM6uL8h-yNj3DInnkTullt7XbcrpTpayR6skbKXuT-BBXe6vRUY5H7qLI-UlVGdgl7KH8R8Yl10Nd2-I_C6DS8HVZDT4wf1A78sRmBgaeAGAZiTzvgGaIwm3b1iBqAzkrDSQs63IZz4lC7swQyG1ssjfTrATGepL7eD5mSHSca9G2VBcCoa_Gc8BWDxcecYMgZqbHUARwE29KIEfEv_rQG97am_MWFmfUy9iw4bP-IJyNyWnJ5XJfbM2ahgoB05NtM/4oo/xBF3A2YWRti9AosHDsOWLA/h44/h001.FM9SFldQaAq2ce6Jz6glR1xJts-ns0KNumn0rU8r2kk"><p style="font-size:14px;color:inherit;"> OpenAI Codex </p></a></td></tr><tr><td style="width:100%;border:1px solid rgba(50, 50, 50, 0.17);padding:6px 12px; border-radius:4px;"><a style="font-style:normal;text-decoration:none;" href="https://elink983.thedeepview.co/ss/c/u001.gKxW2KpP8aPe_QMyOQduokBEDIe6892b9r6MySOyoYV4k3JEHw12K-rX38erosrhP30MoweS8Tpv95ofaKl4rqNarl7bdwe7DjfSFq7c2WunejumvkDn1NL6VW9pQ1P0x50dM63YqT03rgU3uTxjRYz10yr4JWbGVRdGXi0quDt43UYj3lXDd9nXV4Ryj05SY5ExE-gFTSj5dt_htHafAK0wN1dTIgFLdwG2kQGNY2c9CkffnGFREyidKnPdIM5e8nl0e74LcwOyyYo-hdD2MjQceC4eNErQglO1-vmimPT0QoGMipL0cy6FRy7Ip9qI4ZAyJUHClWNxT0bZbScDXl8weemBXb1nLcX43RwaZsZRVaHG-sWLBuomdrxCvM3iqsHE7Z0Xw03AHI4uJPLaZ95De-Op9oKtU-yr6Jrzw1UkIUYR_H2iFHxVIsLDKqCfsGevfbYszc_ROnh13mudQsZGUb53QlrIdAPR1Kq9mB6mIcY60Y4DeLvBjlVTeopOwagLnaBMsHuQMdWoWd7c5GPysjmlIXOatHhZKmWUQVNJ6reGCJzoe7cy8eRyZ-80qPfag_BtFG-KJNU1r27dix76igUAc1Lbpx88WseW_mTV5LFNa4saeY5k7pp1bAnnpfGI39lPWqnurT6dETD8LbbJ9lnOZamFMrk0Hn2v753gWPqOOQBf1A6vV0hdCZfX612TT6BMuw3M5z9-HQz-KbB3Y4HY7Z_xd6li_8sY8W3XZr6bxDNhudrLWlu8RT6u6ChR7j4FPT0jg3m__B_m8iJNFCLBhGhgU4zWUeWyVYNFeQWL-V_gDwKIJaCzdmELHwt9jFmOH5wHNkS1eiw8xNgUbhvWliXTt6UVNUhmXnBLa5iFgqXpCUPY5ImBQxhKhMPFLNQn5wmLYRLASBZI6nqij6dAdsTk4VWbEmibKn7lV5FC6XfG3W_Oddx8BhE1xbDT_URzdrymupgLM5eljCGocq169Wf7rL9gn_rBv--5Q3sKr13ggzXF8FsFs4ZzuEx6JUV6mqIz5wNzYTyl2nuVwxImF6tljH3J-vxt8EA/4oo/xBF3A2YWRti9AosHDsOWLA/h45/h001.Z8nWaYlxVrdVlDd2Tacifvyuml2gj0rIup9sv4M1PSs"><p style="font-size:14px;color:inherit;"> Cursor </p></a></td></tr><tr><td style="width:100%;border:1px solid rgba(50, 50, 50, 0.17);padding:6px 12px; border-radius:4px;"><a style="font-style:normal;text-decoration:none;" href="https://elink983.thedeepview.co/ss/c/u001.gKxW2KpP8aPe_QMyOQduokBEDIe6892b9r6MySOyoYV4k3JEHw12K-rX38erosrhP30MoweS8Tpv95ofaKl4rqNarl7bdwe7DjfSFq7c2WunejumvkDn1NL6VW9pQ1P0duZjzwUrWD-cZYANGiSPO4mtLdUVMBnS_9vN6eSN-kK2jQsr4pbZRuwhczofAnt-RELr-ijVqPb7BM4_CSQ0IfTA9oYQ9MBYCArazWToYxEdA1JH3dHVvpuMkpWCFkWiAxhx8tXTb4MbxIK7hcq_D7dKuQxSL1rqGshL3ump0Fls-Ykz9REu-d37b18O77l8popEaM3IkBceCnyIlBCvOcBpJbfiJjc0OzL3_qcc3JDN8fILcOJiFg6hSBbbFWnMU2ezwHGrOYqPL1rmt5slFa3v1hy6B2nqdWPHjCu0pcasAnGOBTf36UCxAtOi_XPY1TL6yKxWW29RWtZXdh9MKFb8bpGm4RDz_ub8DbWlbg2T-2vLXk6s_TFRVKcY3hCpaBWytEL0BvL5ZUvrfW1PcKXT-yPj6c1Olu85vQyX7I1gwG8wOXaVCVtEbmdZRbBaMeY_LLhN-VHUTxVRDv8uDUXYAauMmUn8b7F-pH9pKRQXpEeiLCRMvKsxesmV9EnOV6Q4pWvt-7o6u92ozjjaOnXm2Y0c55bGUFm8UpEqQtGjAt_OmQPVyz-vEFbd83Qg-x0b1oOOPef_1jw7ZWWvm_K4yMCJPki5Rhl328LupOYdonRkvniF7XkfWLJ1QY-NUvc1BF8Fgv4Lch0zbZB_UmvpREkJqmZDCtAToNYMQVGDOffTXIGqkZ83gumeQeCIbGQdBcyroJylLmx6hvnNv9JLr7M8mDXR2I3Ra4_LXUqJi7eQI1Uveo2VVyENTQuNEF8xNpbDA2CiAmFjx24Ie27UkCrKR83fqlFStH-tnB3pnyW2Ugq5mDZReZZrEc6eHglHzPiB_G661KBmjhxvr4TTcOsKLPhqLmfrgY_WAPIW3YiiYRJHn16A1a8Q0Vyw_Y-fjRZiX6pHjgLNXDD8Kb9TAcGaIvTMjSOSlFFMlj0/4oo/xBF3A2YWRti9AosHDsOWLA/h46/h001.LsX66Impd07oqi0unXa9_5MOF9khjCIGFtuilGBRKpc"><p style="font-size:14px;color:inherit;"> Replit </p></a></td></tr><tr><td style="width:100%;border:1px solid rgba(50, 50, 50, 0.17);padding:6px 12px; border-radius:4px;"><a style="font-style:normal;text-decoration:none;" href="https://elink983.thedeepview.co/ss/c/u001.gKxW2KpP8aPe_QMyOQduokBEDIe6892b9r6MySOyoYV4k3JEHw12K-rX38erosrhP30MoweS8Tpv95ofaKl4rqNarl7bdwe7DjfSFq7c2WunejumvkDn1NL6VW9pQ1P0YOyNxoVk8EJNil_WY8WttAPGcmTStaEePIEzKOXZz0mSKqRg0T79xN7IdoKO_a3gPSccp1Wa6Zs0LsmqoMTlaQlDQsnlPgonrkYZVIBdDP72quLhMcx7JRvefshs4R-FvkkQTAESWaEOs8YuvRMg9oV-pFuIamKRE5p0nsV6xhY0aiffV84RfG-jqFGcUubefTTjy7atvjshglBtql74U38-IUtKfEttIbb4iYwBfD4YtPTki4XI3cqJEkQ2gMd_10MkynEewMYJNiJ5q5d4ey_0Vd7F-4jISCgboXm2nCA4vLVec4up9dwPZ3gGcKKTAww5DmJDiPeaVba8bf3OazzUHBQNTjrCIhNFBlZfNlVuuAok4muPB6Hy124uYWiMwT7YpVH9dQpLI03UTmOOfEyYbjlCbcfvuJJIj_m7hSjsNkYdVZ9dw7YzvNXdEN1kW4t_6pfJoJXmb6zGghDJl_msgBWAiVi-d9ugH0DHZKooX7IdIU2ABco5cr_BLuAzpGyDHGA9HnDhRilrFmXBp2P-Fa77nkAUrji4Wotr9sSnYte7XFVPuI6aX2wIQTWlUyBoiM7-GPZ8aCXa1rZj5T3j7Y9Hjz4NUuq_QfEuxbpwDptTALk_YnASojzMNLwa-ZUFsIecc1PP8mRv2ra9WrwB7dq0fdWVH0GjamtxQf537MNFrtbUGu3d_buLucsDFKvNuj7fyYdIEHcywUpFc3uBYWuiojNG3tGLp9KyYYHU33sAJY2_rudDTRjRI3_bIF5MfnGOE73H7SBrXkebkelTsxIIKfLn2QL-1aNeiu0pbfvffrI005-cEF7ZkjPRGf4wQQK7li6m-krf4q-Q8QhxYKmgQMWcYlqeOCZvL81JLn_4p0_WrXIAkLRxjGKCT3OmvobPX45HllYe20uOwJmn-W899l-4vyQfKXGhdrI/4oo/xBF3A2YWRti9AosHDsOWLA/h47/h001.5B9kYKjCZ59pByETTuhUVtuKtCoVM1RAjwqauCbKVcM"><p style="font-size:14px;color:inherit;"> Lovable </p></a></td></tr><tr><td style="width:100%;border:1px solid rgba(50, 50, 50, 0.17);padding:6px 12px; border-radius:4px;"><a style="font-style:normal;text-decoration:none;" href="https://elink983.thedeepview.co/ss/c/u001.gKxW2KpP8aPe_QMyOQduokBEDIe6892b9r6MySOyoYV4k3JEHw12K-rX38erosrhP30MoweS8Tpv95ofaKl4rqNarl7bdwe7DjfSFq7c2WunejumvkDn1NL6VW9pQ1P04qpVCHJtWf9U5wxHmKEHNo-Q0agzx-RMoxs8vskZXNNesfAzRyYPsmY6iaZfUsYiUv2dbYmyzIJHlZUm7VCiJOWv2iCnRbh7UKLvpq_tAoMDlcgL4lJPrD5JCzHuOcoFINHk1GoCLh7GdvO80HS5aZcteS05L0kxc8Ts_x4NEqxZSbDib0HB9ZISTCVnvq918WYQ5aXwka4gOWmFSWFbYtTieRbQmZe21qXTRvQVtKX8obAe_vVPDahz8rKbGe_5d49NDw5Jb_7qzthaDK6v8t1WONnBJhDOCzmEaT8_eIoFs0TZ_R5o1IxfJP1PIGLFNE2NJ_lqqKRU7eu2Tatd6RVOZFjfNOsBMd9zUv2l8cyA8TSL2whceAEoSEn_CT5xe3B1ir94YBZafS_L9MGKyJNKSEupmK-YokVjUuJ4CGGldql6A1N7_vjaWbm3A1OE4pqxybnnq05ZAmxhxabzRXFQ6JAaPQh07aLbPmV2HMNBQgmM21bAHseln29shJYCF8_vAEvCb6i1Du0WjMQBftIvJ7O1eH-5zio5hwMvH1QkbetEeEimYQdIJunnygqX_5Z9YDyOqcjLqjLcC9KWMks85iQK_m5Uuy-s882PxsjDDXnNbfGU5pXbBHISwcAkZmaLQCOrQVduE3aB6Pg0npbIRTGq0GrkPcz4xyNo8WXIlAz9HH1MH1Cjgs--OE-lWuyNNxcMIYtTJcM5f_Qy91d3s47V0gCPEDcip_vZKUD9hx9svBAlKwqjWCGtiC6yBcRX8UiCGIhTc7C6qXVWffLd6da3OKbT2GTRus0_LIsVa0k2bSlYiKLZMvyTlzEGljwlXFZQ2YAoQvc5fFg4m92h3eBVFaYZWDeR6WgUvPrK5oFcwjrLRlDejHErYLtk8U6qnRlNVaCHbP75OoKZlUfOm4s7V1CCEcFE-F8LgDQ/4oo/xBF3A2YWRti9AosHDsOWLA/h48/h001.ADp4U3vsfVu10f0-cuSfi9uqCsFKk5Xx3wgihOzj80Q"><p style="font-size:14px;color:inherit;"> Other </p></a></td></tr></table></div></td></tr></table></td></tr><tr><td height="5.0px" style="line-height:1px;font-size:1px;height:5.0px;"> </td></tr></table></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> The Deep View is written by Nat Rubio-Licht, Sabrina Ortiz, Jason Hiner, Faris Kojok and The Deep View crew. Please reply with any feedback. </p></td></tr><tr><td align="center" valign="top" style="padding-bottom:8px;padding-left:15px;padding-right:15px;padding-top:8px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:356px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/e9c68369-dd53-47f9-bfce-ac12879d69af/Multi_%2B_sabrina.png?t=1768575106" alt="" height="auto" width="356" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> Thanks for reading today’s edition of The Deep View! We’ll see you in the next one. </p></td></tr><tr><td align="center" valign="top" style="padding-bottom:8px;padding-left:15px;padding-right:15px;padding-top:8px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:604px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/f13ecf40-963d-4c4e-8059-8f41083085a8/Frame_1410104595.png?t=1765345242" alt="" height="auto" width="604" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td width="100%"><table role="none" width="100%" class="mob-w-full" border="0" cellspacing="0" cellpadding="0"><tr><td width="50%" style="vertical-align:top;" class="mob-stack"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tbody><tr><td align="center" valign="top" style="padding-bottom:8px;padding-left:15px;padding-right:15px;padding-top:8px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:294px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/dd268b98-27ba-4efd-bcbb-a04318e5752d/Real.png?t=1772694230" alt="" height="auto" width="294" style="display:block;width:100%;" border="0"/></td></tr><tr><td align="center" valign="top" class="t" style="width:294px; padding: 4px 0px 4px 0px;"><p><a class="link" href="https://elink983.thedeepview.co/ss/c/u001._eRcgL6IV0j0vCz64F9DYsTYv7xewIT1mxEGOx1gWqWeHSMdlozAw_8nnLOvU9LXIWofebxkFfwWukE4kegB0mWSB9SuJereo7crSWX7dem0OScJHlaL9elxGukOwy3VDoExSSfTInQZ-EHkjcYRtGSpyDka9yQiEDOAiKr1nt9MTxQqMtNUoXGBm_FNpQiy-UD_-mxLHXt_KQbf8U4BdbFv6qjMZl3j5aSuPjHuvdrt1sslwkVDWQdyVTk-3brWg0Hr10hXekQ9JInIi3W2hMONevFqLhVl768aSpSIj5uEKqo73ZYLZ_KSvLvRuJjPPwVr3vw8MaAoPqrtta2lTqWGnYuWjm--fSz5yCeexuw/4oo/xBF3A2YWRti9AosHDsOWLA/h49/h001.7PLGfEKRZQ1tioa6AH6QTkalXJhaZ85frz_xcDAnQ-w" target="_blank" rel="noopener noreferrer nofollow"><span>Link to the original</span></a></p></td></tr></table></td></tr></tbody></table></td><td width="50%" style="vertical-align:top;" class="mob-stack"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tbody><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> “Irregular shaped bowls are too imaginative for gen AI.” </p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> “Depth of focus not as perfect as [the other image], and makes pic more realistic.” </p></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> “Shadows seemed more consistent.” </p></td></tr></tbody></table></td></tr></table></td></tr><tr><td width="100%"><table role="none" width="100%" class="mob-w-full" border="0" cellspacing="0" cellpadding="0"><tr><td width="50%" style="vertical-align:top;" class="mob-stack"><table role="none" width="100%" border="0" cellspacing="0" cellpadding="0"><tbody><tr><td align="center" valign="top" style="padding-bottom:8px;padding-left:15px;padding-right:15px;padding-top:8px; 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The textures of the wood and stone table top are so good and perfectly imperfect. Silverware in a Ball jar? PERFECT! But all AI. Geez.” </p></td></tr></tbody></table></td></tr></table></td></tr><tr><td align="center" valign="top" style="padding-bottom:8px;padding-left:15px;padding-right:15px;padding-top:8px; " class="dd"><table role="none" border="0" cellspacing="0" cellpadding="0" style="margin:0 auto 0 auto;"><tr><td align="center" valign="top" style="width:604px;"><img src="https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/f6b2537a-c207-453e-8567-5898374096f2/Frame_1410104596.png?t=1765345268" alt="" height="auto" width="604" style="display:block;width:100%;" border="0"/></td></tr></table></td></tr><tr><td class="dd" align="left" style="padding:0px 15px;text-align:left;word-break:break-word;"><p style="mso-line-height-alt:150.0%;"> Take The Deep View with you on the go! 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Follow image link: (https://www.crusoe.ai/cloud/managed-inference?utm_source=thedeepview&utm_medium=newsletter&utm_campaign=bring_your_own_model_launch&utm_content=1200x628_cta1)
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**Welcome back.** Apple may still look like it’s trailing in the AI race, but its latest research shows it’s quietly working on a critical problem: hallucinations. We break down Apple’s new method for pinpointing exactly where AI goes wrong. At MWC, Honor unveiled a playful “robot phone” with a tiny gimbal arm that hints at how strange AI hardware could soon get. And a new “Pro-Human AI Declaration,” backed by voices from across tech and politics, warns that the race to replace human labor with AI carries momentous societal risks. The pact demands that human thriving gets centered in the process. _—_[_Jason Hiner_](https://www.thedeepview.com/author/jason-hiner)
**IN TODAY’S NEWSLETTER**
## 1. New pact pushes back on AI replacement race
## 2. Robot phone hints at stranger AI devices ahead
## 3. Apple finds a new way to spot AI hallucinations
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GOVERNANCE
# New pact pushes back on AI replacement race
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AI ethicists have put out another plea for the world to pay attention to the tech’s risks.
On Wednesday, a coalition of leaders across industries announced the “[Pro-Human AI Declaration,”](https://humanstatement.org/) united by a broad, simple proclamation that AI “should serve humanity, not the reverse.”
“This race to replace poses risks to societal stability, national security, economic prosperity, civil liberties, privacy, and democratic governance,” the statement reads. “It also imperils the human experiences of childhood and family, faith, and community.”
The declaration, which counts names like Yoshua Bengio, Steve Bannon, Susan Rice, Sir Richard Branson and Joseph-Gordon Levitt among its endorsers, proposes five central tenets in creating trustworthy and controllable AI:
* **Keeping humans in charge**, which suggests meaningful human controls and override capabilities, an AI “off-switch,” independent oversight and an end to the superintelligence race
* **Avoiding power concentration, **such as preventing AI monopolies, having democratic authority over major work, society, and civic life impacts, and shared prosperity of AI’s benefits
* **Protecting the human experience**, which proposes that AI should not be allowed to exploit or stunt children's growth, should not be addictive and should not “supplant” foundational relationships
* **Human agency and liberty, **suggesting that AI should not be allowed to have personhood, that humans should also retain rights to their data and privacy, and that AI should not “enfeeble” users.
* **Responsibility and accountability for AI companies, **advising that AI should not create a "liability shield” for companies, developers or users, and that all failures by models should be made transparent.** **
Tweet: (https://twitter.com/Yoshua_Bengio/status/2029223480458158590)
This is not the first time tech ethicists have implored the industry to pay attention to the dangers that lie ahead in our current AI trajectory. In October, the [Future of Life Institute](https://archive.thedeepview.com/p/thousands-call-for-superintelligence-guardrails) put out a petition calling for a moratorium on developing superintelligence, claiming that the tech harbors “extreme large-scale risks.” The petition garnered more than 135,000 signatures, many of whom also endorsed this Pro-Human AI Declaration.
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AI is moving so fast that it often breaks out of restraints quicker than we can make them. Getting people to pay attention to the risks the tech presents is a huge challenge. The fact is that people won’t pay attention to responsible AI until AI actually creates a major crisis. So I ask: What will it take? How many [wrongful death lawsuits](https://x.com/IKrietzberg/status/2029194327683891318) against LLM providers are going to have to pile up? How many people [need to lose their jobs](https://www.wsj.com/business/jack-dorseys-latest-far-out-bet-an-ai-future-with-fewer-employees-25655cda?gaa_at=eafs&gaa_n=AWEtsqdw-R5p-uiY3jSwulduzm7sl9oVbPgP8I9P4bwRUYgWouSMcDTPUs7uExDynjw%3D&gaa_ts=69a8c2b1&gaa_sig=2iUk2wZ-eXK4nCnLRJoW3kD4SZcT816JWMIbsDNLJvV5rKoz85kVuRQpQIVf01A1UPaYSLJoMwu-N8Q9TcnvSQ%3D%3D)? How many [self-driving cars](https://www.youtube.com/watch?v=1qBk8kRx3M8) need to crash? Though the ethos of innovation has long been to move fast and break things, what will it have to break to get people to act?
View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/48fe9d73-e19a-4746-98cc-8d49eb41c139/nat-rubio-licht-byline.png?t=1766448867) [Nat Rubio-Licht]
Follow image link: (https://www.thedeepview.com/author/nat-rubio-licht)
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TOGETHER WITH CRUSOE
# Crusoe Managed Inference: Now Available for Custom Models
View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/3a0e8dd6-786a-42fb-bd17-b188f5061338/J482BYOMBannerAd011200x628CTA1__3_.png?t=1772653248)
Follow image link: (https://www.crusoe.ai/cloud/managed-inference?utm_source=thedeepview&utm_medium=newsletter&utm_campaign=bring_your_own_model_launch&utm_content=1200x628_cta1)
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Generic cloud infrastructure wasn't designed for proprietary architectures and trillion parameter models. Move past the prototype phase with confidence that long prompts won't slow you down. [Crusoe's inference engine](https://www.crusoe.ai/cloud/managed-inference?utm_source=thedeepview&utm_medium=newsletter&utm_campaign=bring_your_own_model_launch&utm_content=1200x628_cta1) is powered by MemoryAlloy™ technology to maintain ultra-low latency and superior throughput, even as your context grows.
Infrastructure management won't slow you down either. Now you can deploy your fine-tuned models** **with best-in-class speed and reliability using [Crusoe Managed Inference](https://www.crusoe.ai/cloud/managed-inference?utm_source=thedeepview&utm_medium=newsletter&utm_campaign=bring_your_own_model_launch&utm_content=1200x628_cta1). Work with our experts to optimize Crusoe's inference engine for your unique weights so your team can focus on building instead of wrestling with infrastructure.
[Start scaling without compromise today.](https://www.crusoe.ai/cloud/managed-inference?utm_source=thedeepview&utm_medium=newsletter&utm_campaign=bring_your_own_model_launch&utm_content=1200x628_cta1)
--------------------
HARDWARE
# Robot phone hints at stranger AI devices ahead
View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/6ab678a4-a2a8-4eae-929c-cae44c503fbc/tdv-robot-phone.png?t=1772694595)
Follow image link: (https://www.thedeepview.com/articles/robot-phone-hints-at-stranger-ai-devices-ahead)
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At MWC, smartphones [fold](https://www.instagram.com/p/DVX8uiJjX6K/), [change colors](https://www.instagram.com/reel/DVbgFOaDTCL/?utm_source=ig_web_copy_link&igsh=NTc4MTIwNjQ2YQ==), and even have robotic arms.
While every manufacturer is touting an AI smartphone, Chinese phone maker Honor is taking things a step further with a camera that physically extends from its Robot Phone via what the company calls the "industry's smallest 4DoF gimbal system."
Tweet: (https://twitter.com/Honorglobal/status/2028106696728694826?s )
Almost resembling a Pixar lamp, a small arm unfolds from the back of the phone and swings out to broaden the phone's view of its surroundings. Honor is pitching four key benefits:
* **AI assistance**: A wider field of view provides added context for more useful AI responses.
* **Image stabilization**: Like a traditional gimbal, it helps keep photos and videos steady.
* **AI object tracking:** The camera can lock onto a moving subject, which is useful for shooting content or video calls.
* **Entertainment: **The robot camera can bob its "head" to the beat of music, which is gimmicky but clever.
I demoed all four features, and the best way to describe the experience is simply fun. [Object tracking](https://www.threads.com/@sabrinaa.ortiz/post/DVbMOVDjZSJ?xmt=AQF0wFkZzgwi5djCR3J68r4K9mLcoe4JpiAZJpY3Y1Js3g) worked as promised, the robot did bust some moves, and the AI assistant performed comparably to most standard chatbots, with the added charm of a Pixar lamp "head" swiveling toward you.
Beyond the fun factor, however, the practical case for the phone is harder to make — particularly at what will likely be a steep price. The exact cost has yet to be announced. What it does illustrate, though, is a broader truth about the smartphone industry: companies are going to extraordinary lengths to stand out in today's AI and robotics hype cycle.
View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/9e7d31c7-673b-475f-9c87-cf6c1be7b363/Frame_1410104594.png?t=1765345175)
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Since AI exploded in popularity, companies have raced to incorporate it into their devices, with plenty of big promises and ambitious announcements, but relatively little change to the actual smartphone experience. So it's exciting to see a manufacturer think beyond the screen. I don't expect everyone to be carrying a robot phone anytime soon, but I do hope Honor's bold move inspires other companies to break from the standard slab form factor and seriously explore what AI-driven hardware could look like.
View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/e7e0e37f-8f6f-43d4-9af9-1a1e0c886e42/sabrina-ortiz-byline.png?t=1768575206)
Follow image link: (https://www.thedeepview.com/author/sabrina-ortiz)
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TOGETHER WITH PIGMENT
# If you’re building with AI, listen to this
View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/2e69f364-c995-40f7-b410-6fd3dde00006/Perspectives_Banner_for_the_Deep_View.jpg?t=1772707051)
Follow image link: (https://www.pigment.com/perspectives-podcast?utm_source=deep_view&utm_medium=referral&utm_campaign=deep-view-newsletter&utm_content_1=primary-ad&utm_term=)
Caption:
AI is reshaping the way tech leaders build products, make decisions, and operate at scale. But, today, the guidelines for exactly how that’s done are still being written.
The [Perspectives](https://www.pigment.com/perspectives-podcast?utm_source=deep_view&utm_medium=referral&utm_campaign=deep-view-newsletter&utm_content_1=primary-ad&utm_term=) series brings you inside the rooms where these playbooks are taking shape - whether you’re scaling a product, leading AI transformation, or building the systems that power modern enterprises.
Tune in on your favorite podcast platform and gain actionable insights from founders and leaders at Sierra, Profound, Intercom, Datadog, ElevenLabs and more.
--------------------
RESEARCH
# Apple finds new way to spot AI hallucinations
View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/4dc2131e-a10e-4c92-89ce-96d54057b502/tdv-hallucination.png?t=1772693961)
Follow image link: (https://www.thedeepview.com/articles/apple-finds-new-way-to-spot-ai-hallucinations)
Caption:
Apple may not have homegrown AI. But it wants to make sure the technology is done right.
On Tuesday, [Apple published research](https://machinelearning.apple.com/research/hallucination-span-detection) detailing a new way to find and quash incidents of hallucination, the pesky mistakes that an AI model makes when it doesn’t have enough training data and starts making guesses. Apple’s research introduces “Reinforcement Learning for Hallucination Span Detection,” which pinpoints not just when an AI model hallucinates, but where exactly within a line of text the model goes wrong.
Apple’s model gives its AI framework small rewards each time it accurately identifies incorrect phrases or words, based on how closely its responses match those of human evaluators.
* This turns hallucination detection from a “binary task” into a “multi-step decision-making process,” Apple said in its research.
* To put it simply, it’s the difference between a teacher saying you failed a test with no explanation and a teacher telling you exactly which answers you got wrong and why.
“Most existing research works focus on a binary hallucination detection problem, where the goal is to determine if the model output contains hallucinations or not,” Apple said in the paper. “While useful, this formulation is limited: in many real-world applications, one often needs to know which specific spans in the model output are hallucinated in order to assess the reliability of the generated content.”
And Apple’s system proved itself, outperforming conventional methods on the RAGTruth Benchmark, an AI truth-checking test for tasks like summarization, question answering, and data-to-text.
View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/9e7d31c7-673b-475f-9c87-cf6c1be7b363/Frame_1410104594.png?t=1765345175)
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While Apple may be seen as miles behind in the AI race, this is a misconception. Apple has effectively removed itself from the competition entirely, instead hitching its wagon to Google through a multi-year agreement to use Gemini to power Siri. However, Apple still bears the burden of doing AI right. With almost 2.5 billion devices in the hands of users worldwide, it’s vital that an AI-powered Siri makes as few mistakes as possible, especially if many of those users aren’t AI-savvy. This research is a sign that Apple understands the consequences of getting it wrong.
View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/48fe9d73-e19a-4746-98cc-8d49eb41c139/nat-rubio-licht-byline.png?t=1766448867) [Nat Rubio-Licht]
Follow image link: (https://www.thedeepview.com/author/nat-rubio-licht)
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--------------------
LINKS
View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/1c8854ee-478f-4500-a7a9-d5280dd7fe8e/In_Other_News.png?t=1768575169)
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* Lawsuit alleges that [Gemini is responsible for a Florida man’s death](https://www.wsj.com/tech/ai/gemini-ai-wrongful-death-lawsuit-cc46c5f7?st=THRLAh&reflink=desktopwebshare_permalink)
* AI companies [officially sign pledge to supply power](https://www.reuters.com/sustainability/climate-energy/trump-meet-tech-giants-energy-pledge-ahead-midterms-2026-03-04/) for AI data centers
* Meta is reportedly [creating a new applied engineering organization](https://www.wsj.com/tech/ai/meta-to-create-new-applied-ai-engineering-organization-in-reality-labs-division-d41c4a69)
* Anthropic’s Amodei called [OpenAI’s Defense Deal “safety theater”](https://techcrunch.com/2026/03/04/anthropic-ceo-dario-amodei-calls-openais-messaging-around-military-deal-straight-up-lies-report-says/)
* OpenAI reportedly [preps GPT-5.4 with “extreme reasoning”](https://www.theinformation.com/newsletters/ai-agenda/openais-next-ai-model-will-extreme-reasoning)
* Perplexity, Coreweave [sign multiyear data center deal](https://www.axios.com/2026/03/04/perplexity-coreweave-data-center-nvidia)
View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/59d274bf-9e99-4acf-a6c7-ff9cdbb0233e/image.png?t=1752986916)
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* [ChatGPT:](https://x.com/OpenAI/status/2028893701427302559?s ) OpenAI’s chatbot should be “more accurate and less cringe” due to the GPT-5.3 Instant update rolling out to everyone.
* [Claude](https://x.com/RLanceMartin/status/2028901056818930171?s ): Anthropic rolled out an updated skill-creator across Claude Code as plugin, Claude, and Cowork.
* [Glaze](https://www.glazeapp.com/): Raycast launched a new tool meant to enable users to create desktop apps, reimagined by you.
* [Anything](https://x.com/anything/status/2028908761289552191?s ): The platform launched Research Agents, and now it “sends parallel agents across your codebase before writing a single line of code.”
View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/25296119-9f00-4620-9931-2d98d0068485/image.png?t=1752986966)
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* [Meta](https://www.metacareers.com/profile/job_details/1233209308873998): Partner Engineer, Generative AI
* [Databricks](https://www.databricks.com/company/careers/product/sr-developer-advocate-databricks-ai-agentic-systems-7930603002): Sr. Developer Advocate, Databricks AI Agentic Systems
* [Cloudflare](https://job-boards.greenhouse.io/cloudflare/jobs/7577103): Models Engineer, Developer Relations
--------------------
GAMES
View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/d120b54c-d56c-4fbc-bdbf-41e83cbbc770/image.png?t=1752987116)
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View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/3d439190-18a4-48b5-9776-9ad5913d8b72/AI_or_Not_-_TDV_-_2026.03.05.png?t=1772699614)
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--------------------
A QUICK POLL BEFORE YOU GO
----------The Deep View is written by Nat Rubio-Licht, Sabrina Ortiz, Jason Hiner, Faris Kojok and The Deep View crew. Please reply with any feedback.
View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/e9c68369-dd53-47f9-bfce-ac12879d69af/Multi_%2B_sabrina.png?t=1768575106)
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Thanks for reading today’s edition of The Deep View! We’ll see you in the next one.
View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/f13ecf40-963d-4c4e-8059-8f41083085a8/Frame_1410104595.png?t=1765345242)
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View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/dd268b98-27ba-4efd-bcbb-a04318e5752d/Real.png?t=1772694230)
Caption: [Link to the original](https://unsplash.com/photos/various-ceramic-bowls-and-kitchen-utensils-arranged-decoratively-BU25z-gf4N4)
“Irregular shaped bowls are too imaginative for gen AI.”
“Depth of focus not as perfect as [the other image], and makes pic more realistic.”
“Shadows seemed more consistent.”
View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/a8df1c3b-a0ff-4bc1-b5a7-e9cafe864126/Fake.png?t=1772694243)
Caption: [Link to the AI image](https://gemini.google.com/share/de0ba5d83d67)
“[The other image] is showing portrait-like focus, indicating a human operator, whereas [This image] is sharp throughout, suggesting AI correction.”
“Hard to believe I blew this one. The textures of the wood and stone table top are so good and perfectly imperfect. Silverware in a Ball jar? PERFECT! But all AI. Geez.”
View image: (https://media.beehiiv.com/cdn-cgi/image/fit=scale-down,format=auto,onerror=redirect,quality=80/uploads/asset/file/f6b2537a-c207-453e-8567-5898374096f2/Frame_1410104596.png?t=1765345268)
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Take The Deep View with you on the go! We’ve got exclusive, in-depth interviews for you on The Deep View: Conversations podcast every Tuesday morning.
SUBSCRIBE (https://tdv.transistor.fm/)
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If you want to get in front of an audience of 750,000+ developers, business leaders and tech enthusiasts, get in touch with us here.
GET IN TOUCH WITH US HERE (https://www.passionfroot.me/the-deep-view)
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